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CAMBRIDGE STUDIES IN ADVANCED MATHEMATICS 87 EDITORIAL BOARD B. BOLLOBAS, W. FULTON, A. KATOK, F. KIRWAN, P. SARNAK, B. SIMON MULTIDIMENSIONAL REAL ANALYSIS II: INTEGRATION
Already published; for full details see http://publishing.cainbridge.org/stm/mathematics/csam/ 11 J.L. Alperin Local rcprcsentaliou theory 12 P. Koosis The logarithmic integml I 13 A. Pictsch Eigenvalues and s-mimbers 14 S.J. Paiienion An introduction to the theory of the Riemann zeta-function 15 HJ. Bancs Algebraic homotopy 16 V.S. Varadarajan Intioduction to harmonic analysis on semisiniple Lie groups 17 W. Dicks & M. Dunwoody Groups acting on graphs IS L.J. Corwin & F.P. Gti^nlit^' Representations of nilpotent Lie groups and their applications Id R. Fritsch & R. Piccinini Cellular structures in topology 20 H. Klingcn Introductory lectures on Siegel modular fonns 21 P. Koosis The logarithmic integral II 22 M.J. Collins Representations and characters of finite groups 24 H. Kunita Stochastic flows and stochastic differential equations 25 P. Wqjiaszczyk Banach spaces for analysts 26 J.E. Gilbert & M.A.M. Murray Clifford algebras and Dime operators in harmonic analysis 27 A. Frohlich & M.J. Taylor Algebraic number theoiy 2S K.. Gocbel & W.A. Kirk Topics in metric fixed point theory 29 J.E. Humphreys Reflection groups and Coxeter groups 30 DJ. Benson Representations and cohomology I 31 D J. Benson Representations and cohomology II 32 C Allday & V. Puppc Cohomological methods in transformation groups 33 C Soule ct al Lectures on Arakelov geometry 34 A. Ambrosciti & G. Prodi A primer of nonlinear analysis 35 J. Palis & F. Takeits Hyperbolicity, stability and chaos at homoclinic bifiircations 37 Y. Meyer Wavelets and operators I 3S C Weibel An introduction to homological algebra 39 W. Bruns & J. Herzog Cohen-Macaulay nngs 40 V. Snaidi Explicit Brauer induction 41 G. Laumon Cohomology ofDnnfield modular varieties I 42 E.B. Davies Spectral theoiy and differential operators 43 J. Diestcl, H. Jarchow & A. Tonge Absolutely swnming operators 44 P. Mattila Geometry of sets and measures in euclidean spaces 45 R. Pinsky Positive hannonic functions and diffiision 46 G. Tencnbaum Introduction to analytic and probabilistic number theory 47 C Peskine An algebraic introduction to complex projective geometry I 4S Y. Meyer & R. Coifman Wavelets and operators II 49 R. Stanley Enumerative combinatorics I 50 1. Portcous Clifford algebras and the classical groups 51 M. Audin Spirming tops 52 V. Jurdjevic Geometric control theoiy 53 H. Voelklein Groups as Galois groups 54 J. Lc Poiier Lectures on vector bundles 55 D. Bump Automoiphic forms 56 G. Laumon Cohomology ofDrinfeld modular varieties II 57 D.M. Clarice & B.A. Davey Natural dualities for the working algebraist 59 P. Taylor Practical foundations of mathematics 60 M. Brodmann & R. Sharp Local cohomology 61 J.D. Dixon, M.P.F. Du Sautoy, A. Mann & D. Segal Analytic pro-p groups, 2nd edition 62 R. Stanley Enumerative combinatorics II 64 J. Jost & X. Li-Jost Calculus of variations 65 Kcn-iti Sato Levy processes and infinitely divisible distributions 71 R. Blei Analysis in integer and fractional dimensions 11 F. Borccux & G. Janelidze Galois theories 73 B. Bollobis Random graphs 74 R.M. Dudley Real analysis and probability 75 T. Sheil-Small Complex polynomials 76 C. Voisin Hodge theory and complex algebraic geometry I 11 C. Voisin Hodge theoiy and complex algebraic geometry II 7S V. Paulsen Completely bounded maps and operator algebra 79 F. Gesztesy & H. Holden Soliton equations and their algebro-geometric solutions I SO F. Gesztesy & H. Holden Soliton equations and their algebro-geometric solutions II
MULTIDIMENSIONAL REAL ANALYSIS II: INTEGRATION J.J. DUISTERMAAT J.A.C. KOLK Utrecht University Translated from Dutch by J. P. van Braam Houckgeest H CAMBRIDGE UNXVEHSITY FRE S S
CAMBRIDGE UNIVERSITY PRESS Cambridge, New York, Melbourne, Madrid, Cape Town, Singapore, Sao Paulo Cambridge University Press The Edinburgh Building, Cambridge CB2 2RU, UK Published in the United States of America by Cambridge University Press, New York www.cambridge.org Information on this title: wvvTv.cambridge.org/9780521829250 © Cambridge University Press 2004 This publication is in copyright. Subject to statutory exception and to the provision of relevant collective licensing agreements, no reproduction of any part may take place without the written permission of Cambridge University Press. First published in print format 2004 ISBN-13 978-0-511-19379-8 eBook (ebrary) iSBN-io 0-511-19379-3 eBook (ebrary) ISBN-13 978-0-521-82925-0 hardback ISBN-IO 0-521-82925-9 hardback Cambridge University Press has no responsibility for the persistence or accuracy of urls for external or third-party internet websites referred to in this publication, and does not guarantee that any content on such websites is, or will remain, accurate or appropriate.
To Saskia and Floortje With Gratitude and Love
Contents Volume n Preface xi Acknowledgments xiii Introduction xv 6 Integration 423 6.1 Rectangles 423 6.2 Riemann integrability 425 6.3 Jordan measurability 429 6.4 Successive integration 435 6.5 Examples of successive integration 439 6.6 Change of Variables Theorem: formulation and examples .... 444 6.7 Partitions of unity 452 6.8 Approximation of Riemann integrable functions 455 6.9 Proof of Change of Variables Theorem 457 6.10 Absolute Riemann integrability 461 6.11 Application of integration: Fourier transformation 466 6.12 Dominated convergence 471 6.13 Appendix: two other proofs of Change of Variables Theorem . . 477 7 Integration over Submanifolds 487 7.1 Densities and integration with respect to density 487 7.2 Absolute Riemann integrability with respect to density 492 7.3 Euclidean rf-dimensional density 495 7.4 Examples of Euclidean densities 498 7.5 Open sets at one side of their boundary 511 7.6 Integration of a total derivative 518 7.7 Generalizations of the preceding theorem 522 7.8 Gauss' Divergence Theorem 527 7.9 Applications of Gauss'Divergence Theorem 530 8 Oriented Integration 537 8.1 Line integrals and properties of vector fields 537 8.2 Antidifferentiation 546 8.3 Green's and Cauchy's Integral Theorems 551 vii
viii Contents 8.4 Stokes' Integral Theorem 557 8.5 Applications of Stokes'Integral Theorem 561 8.6 Apotheosis: differential forms and Stokes' Theorem 567 8.7 Properties of differential forms 576 8.8 Applications of differential forms 581 8.9 Homotopy Lemma 585 8.10 Poincare's Lemma 589 8.11 Degree of mapping 591 Exercises 599 Exercises for Chapter 6 599 Exercises for Chapter 7 677 Exercises for Chapter 8 729 Notation 779 Index 783 Volume I Preface xi Acknowledgments xiii Introduction xv 1 Continuity 1 1.1 Inner product and norm 1 1.2 Open and closed sets 6 1.3 Limits and continuous mappings 11 1.4 Composition of mappings 17 1.5 Homeomorphisms 19 1.6 Completeness 20 1.7 Contractions 23 1.8 Compactness and uniform continuity 24 1.9 Connectedness 33 2 Differentiation 37 2.1 Linear mappings 37 2.2 Differentiable mappings 42 2.3 Directional and partial derivatives 47 2.4 Chain rule 51 2.5 Mean Value Theorem 56 2.6 Gradient 58 2.7 Higher-order derivatives 61 2.8 Taylor's formula 66 2.9 Critical points 70 2.10 Commuting limit operations 76
Contents ix 3 Inverse Function and Implicit Function Theorems 87 3.1 Diffeomorphisms 87 3.2 Inverse Function Theorems 89 3.3 Applications of Inverse Function Theorems 94 3.4 Implicitly defined mappings 96 3.5 Implicit Function Theorem 100 3.6 Applications of the Implicit Function Theorem 101 3.7 Implicit and Inverse Function Theorems on C 105 4 Manifolds 107 4.1 Introductory remarks 107 4.2 Manifolds 109 4.3 Immersion Theorem 114 4.4 Examples of immersions 118 4.5 Submersion Theorem 120 4.6 Examples of submersions 124 4.7 Equivalent definitions of manifold 126 4.8 Morse's Lemma 128 5 Tangent Spaces 133 5.1 Definition of tangent space 133 5.2 Tangent mapping 137 5.3 Examples of tangent spaces 137 5.4 Method of Lagrange multipliers 149 5.5 Applications of the method of multipliers 151 5.6 Closer investigation of critical points 154 5.7 Gaussian curvature of surface 156 5.8 Curvature and torsion of curve in R^ 159 5.9 One-parameter groups and infinitesimal generators 162 5.10 Linear Lie groups and their Lie algebras 166 5.11 Transversality 172 Exercises 175 Review Exercises 175 Exercises for Chapter 1 201 Exercises for Chapter 2 217 Exercises for Chapter 3 259 Exercises for Chapter 4 293 Exercises for Chapter 5 317 Notation 411 Index 412
Preface I prefer the open landscape under a clear sky with its depth of perspective, where the wealth of sharply defined nearby details gradually fades away towards the horizon. This book, which is in two parts, provides an introduction to the theory of vector- valued functions on Euclidean space. We focus on four main objects of study and in addition consider the interactions between these. Volume I is devoted to differentiation. Differentiable functions on R" come first, in Chapters 1 through 3. Next, differentiable manifolds embedded in R" are discussed, in Chapters 4 and 5. In Volume II we take up integration. Chapter 6 deals with the theory of n-dimensional integration over R". Finally, in Chapters 7 and 8 lower-dimensional integration over submanifolds of R" is developed; particular attention is paid to vector analysis and the theory of differential forms, which are treated independently from each other. Generally speaking, the emphasis is on geometric aspects of analysis rather than on matters belonging to functional analysis. In presenting the material we have been intentionally concrete, aiming at a thorough understanding of Euclidean space. Once this case is properly understood, it becomes easier to move on to abstract metric spaces or manifolds and to infinite- dimensional function spaces. If the general theory is introduced too soon, the reader might get confused about its relevance and lose motivation. Yet we have tried to organize the book as economically as we could, for instance by making use of linear algebra whenever possible and minimizing the number of e-^ arguments, always without sacrificing rigor. In many cases, a fresh look at old problems, by ourselves and others, led to results or proofs in a form not found in current analysis textbooks. Quite often, similar techniques apply in different parts of mathematics; on the other hand, different techniques may be used to prove the same result. We offer ample illustration of these two principles, in the theory as well as the exercises. A working knowledge of analysis in one real variable and linear algebra is a prerequisite; furthermore, familiarity with differentiable mappings and submanifolds of R", as discussed in volume I, for instance. The main parts of the theory can be used as a text for an introductory course of one semester, as we have been doing for second-year students in Utrecht during the last decade. Sections at the end of many chapters usually contain applications that can be omitted in case of time constraints. This volume contains 234 exercises, out of a total of 568, offering variations and applications of the main theory, as well as special cases and openings toward applications beyond the scope of this book. Next to routine exercises we tried also to include exercises that represent some mathematical idea. The exercises are independent from each other unless indicated otherwise, and therefore results are xi
xii Preface sometimes repeated. We have run student seminars based on a selection of the more challenging exercises. In our experience, interest may be stimulated if from the beginning the student can perceive analysis as a subject intimately connected with many other parts of mathematics and physics: algebra, electromagnetism, geometry, including differential geometry, and topology. Lie groups, mechanics, number theory, partial differential equations, probability, special functions, to name the most important examples. In order to emphasize these relations, many exercises show the way in which results from the aforementioned fields fit in with the present theory; prior knowledge of these subjects is not assumed, however. We hope in this fashion to have created a landscape as preferred by Weyl,' thereby contributing to motivation, and facilitating the transition to more advanced treatments and topics. ' Weyl, H.: The Classical Groups. Princeton University Press, Princeton 1939, p. viii.
Acknowledgments Since a text like this is deeply rooted in the literature, we have refrained from giving references. Yet we are deeply obliged to many mathematicians for publishing the results that we use freely. Many of our colleagues and friends have made important contributions: E. P. van den Ban, F. Beukers, R. H. Cushman, J. P. Hogendijk, W. L. J. van der Kallen, H. Keers, E. J. N. Looijenga, T. A. Springer, J. Stienstra, and in particular D. Zagier. We were also fortunate to have had the moral support of our special friend V. S. Varadarajan. Numerous small errors and stylistic points were picked up by students who attended our courses; we thank them all. With regard to the manuscript's technical realization, the help of A. J. de Meijer and F. A. M. van de Wiel has been indispensable, with further contributions coming from K. Barendregt and J. Jaspers. We have to thank R. P. Buitelaar for assistance in preparing some of the illustrations. Without MIjeX, Y&Y TeX and Mathematica this work would never have taken on its present form. J. P. van Braam Houckgeest translated the manuscript from Dutch into English. We are sincerely grateful to him for his painstaking attention to detail as well as his many suggestions for improvement. We are indebted to S. J. van Strien to whose encouragement the English version is due; and furthermore to R. Astley and J. Walthoe, our editors, and to F. H. Nex, our copy-editor, for the pleasant collaboration; and to Cambridge University Press for making this work available to a larger audience. Of course, errors still are bound to occur and we would be grateful to be told of them, at the e-mail address kolk@math.uu.nl. A listing of corrections will be made accessible through http://www.math.uu.nl/people/kolk. xni
Introduction Motivation. Analysis came to life in the number space R" of dimension n and its complex analog C". Developments ever since have consistently shown that further progress and better understanding can be achieved by generalizing the notion of space, for instance to that of a manifold, of a topological vector space, or of a scheme, an algebraic or complex space having infinitesimal neighborhoods, each of these being defined over a field of characteristic which is 0 or positive. The search for unification by continuously reworking old results and blending these with new ones, which is so characteristic of mathematics, nowadays tends to be carried out more and more in these newer contexts, thus bypassing R". As a result of this the uninitiated, for whom R" is still a difficult object, runs the risk of learning analysis in several real variables in a suboptimal manner. Nevertheless, to quote F. and R. Nevanlinna: "The elimination of coordinates signifies a gain not only in a formal sense. It leads to a greater unity and simplicity in the theory of functions of arbitrarily many variables, the algebraic structure of analysis is clarified, and at the same time the geometric aspects of linear algebra become more prominent, which simplifies one's ability to comprehend the overall structures and promotes the formation of new ideas and methods".^ In this text we have tried to strike a balance between the concrete and the abstract: a treatment of integral calculus in the traditional R" by efficient methods and using contemporary terminology, providing solid background and adequate preparation for reading more advanced works. The exercises are tightly coordinated with the theory, and most of them have been tried out during practice sessions or exams. Illustrative examples and exercises are offered in order to support and strengthen the reader's intuition. Organization. This is the second volume, devoted to integration, of a book in two parts; the first volume treats differentiation. The volume at hand uses results from the preceding one, but it should be accessible to the reader who has acquired a working knowledge of differentiable mappings and submanifolds of R". Only some of the exercises might require special results from Volume I. In a subject like this with its many interrelations, the arrangement of the material is more or less determined by the proofs one prefers to or is able to give. Other ways of organizing are possible, but it is our experience that it is not such a simple matter to avoid confusing the reader. In particular, because the Change of Variables Theorem in the present volume is about diffeomorphisms, it is necessary to introduce these initially, in Volume I; a subsequent discussion of the Inverse Function Theorems then is a plausible inference. Next, applications in geometry, to the theory of differentiable manifolds, are natural. This geometry in its turn is indispensable for the description of the boundaries of the open sets that occur in this volume, in the Theorem on Integration of a Total Derivative in R", the generalization to R" of the ^Nevanlinna, F., Nevanlinna, R.: Absolute Analysis. Springer-Verlag, Berlin 1973, p. 1. XV
xvi Introduction Fundamental Theorem of Integral Calculus on R. This is why differentiation is treated in the first volume and integration in this second. Moreover, most known proofs of the Change of Variables Theorem require an Inverse Function, or the Implicit Function Theorem, as does our first proof. However, for the benefit of those readers who prefer a discussion of integration at an early stage, we have included a second proof of the Change of Variables Theorem by elementary means. We have stuck to the (admittedly, old-fashioned) theory of Riemann integration. In our department students take a separate course on Lebesgue integration, where its essential role in establishing completeness in many function spaces is carefully discussed. For the topics in this book, however, the Lebesgue integral is not needed and introducing it would cause an overload. In the applications considered, Arzela's Dominated Convergence Theorem, for which we give a short proof, is an effective alternative for Lebesgue's Dominated Convergence Theorem. On some technical points. We have tried hard to reduce the number of e-S arguments, while maintaining a uniform and high level of rigor. Even for linear coordinate transformations the Change of Variables Theorem is nontrivial, in contrast to the corresponding result in linear algebra. This stems from the fact that in linear algebra the behavior of volume under invertible linear transformations is usually part of the definition of volume. In analysis the notion of volume relies on the Riemann integral, and for the latter only invariance under translations is an immediate consequence of the definition. The (i-dimensional density on a rf-dimensional submanifold in R" is considered from two complementary points of view. On the one hand, the tangent space of the manifold can be mapped onto R'' ~ R'' x {ORn-rf} C R" by means of a suitable orthogonal transformation; pulling back the rf-volume on R'' under this mapping one then finds a (i-density on the manifold. On the other hand, one can supplement the basis B^ for the tangent space by a set of mutually perpendicular unit vectors all of which are perpendicular to the tangent space, to form a basis B„ for R". Next one defines the rf-volume of the span of B^ to be the n-volume of the span of B„ (in other words, area equals volume divided by length). Both ways of thinking lead to the same formalism, which unifies the many different formulae that are in use. Vector analysis should look familiar to students in physics: therefore we have chosen to center on the notion of vector field initially and on that of differential form only later on. Leitmotiv in our treatment of vector analysis is the generalization of the Fundamental Theorem of Integral Calculus on R to a theorem on R". There are two aspects to the Fundamental Theorem of Integral Calculus on R: the existence of an antiderivative for a continuous function; and the equality of the integral of a derivative of a function over an open set with the integral of the function itself over the boundary of that set. By generalizing the former aspect one arrives at the infinitesimal notions in vector analysis, like grad, curl, div; and at Poincare's Lemma, and its relation with homotopy. Likewise, the latter aspect leads to the global notions, like the integral theorems, and their relations to homology. This generalization to R" begins with the Theorem on Integration of a Total
Introduction xvii Derivative, for which an easy proof is offered, by means of a local substitution of variables that flattens the boundary. All other global theorems are reduced to this theorem. The existence of an antiderivative (or potential) for a vector field on R" with n > 1 requires integrability conditions to be satisfied. That is, one needs the vanishing of an obstruction against integrability, viz. of Af, twice the anti-adjoint part of the total derivative Df of the vector field /. In R^ and R^, Af essentially is the curl of /. Furthermore, Af approximately equals the sum of the values of / at the vertices of a parallelogram, and that sum in turn is a Riemann sum for a line integral of / along that parallelogram. Globalization of this argument leads to a rudimentary form of Stokes' Integral Theorem: a relation between the circulation of / and a surface integral of Af, i.e. an integral of the obstruction. Vector analysis in R" is not a study of partial derivatives of components of vector- valued functions, leading to a coordinate-dependent formulation and a "debauche d'indices". Rather, it is an investigation of these functions and of their total derivatives in their entirety, which is greatly facilitated by linear algebra, especially by the decomposition of the derivative into self-adjoint and anti-adjoint parts using adjoint linear operators. The definition of positive orientation of a curve is an infinitesimal one. In concrete examples it is often easy to verify whether it is satisfied without an appeal to geometric intuition. The global definition, which is current in many elementary texts, is less rigorous and may lead to cumbersome formulations and/or proofs, of Green's and Stokes' Integral Theorems in particular. Although formally the theory of differential forms receives an independent treatment, the stage for it is in fact set by much of the preceding material. The main result in the theory is Stokes' Theorem, and the whole discussion aims at proving that theorem at the earliest possible moment. Therefore we have adopted a definition of exterior derivative whereby we achieve this, and the proof of Stokes' Theorem itself is then presented as a direct generalization of the proof of the rudimentary form mentioned previously. The amount of multilinear algebra required for this has been reduced to a minimum. In particular, the general differential k-foua is introduced by means of determinants instead of exterior multiplication of forms of lower order, which usually requires a laborious definition. Exercises. Quite a few of the exercises are used to develop secondary but interesting themes omitted from the main course of lectures for reasons of time, but which often form the transition to more advanced theories. In many cases, exercises are strung together as projects which, step by easy step, lead the reader to important results. In order to set forth the interdependencies that inevitably arise, we begin an exercise by listing the other ones which (in total or in part only) are prerequisites as well as those exercises that use results from the one under discussion. The reader should not feel obliged to completely cover the preliminaries before setting out to work on subsequent exercises; quite often, only some terminology or minor results are required.
xviii Introduction Notational conventions. Our notation is fairly standard, yet we mention the following conventions. Although it will often be convenient to write column vectors as row vectors, the reader should remember that all vectors are in fact column vectors, unless specified otherwise. Mappings always have precisely defined domains and images, thus / : dom(/) —> im(/), but if we are unable, or do not wish, to specify the domain we write / : R" D-> R'' for a mapping that is well-defined on some subset of R" and takes values in R''. We write No for {0} U N, Ncx, for N U {oo}, and R+ for {xeR|x>0}. The open interval {x eR \ a < x <Z>}inRis denoted hy]a,b[ and not by (a,b), in order to avoid confusion with the element (a, b) e R2. Making the notation consistent and transparent is difficult; in particular, every way of designating partial derivatives has its flaws. Whenever possible, we write Djf for the j-th column in a matrix representation of the total derivative Df of a mapping / : R" —> R^. This leads to expressions like Djfj instead of Jacobi's classical ^, etc. The convention just mentioned has not been applied dogmatically; in the case of special coordinate systems like spherical coordinates, Jacobi's notation is the one of preference. As a further complication, Dj is used by many authors, especially in Fourier theory, for the momentum operator ' ^ 1 3«V ■ We use the following dictionary of symbols to indicate the ends of various items: □ Proof O Definition ik Example
Chapter 6 Integration In this chapter we extend to R" the theory of the Riemann integral from the calculus in one real variable. Principal results are a reduction of n-dimensional integration to successive one-dimensional integrations, and the Change of Variables Theorem. For this fundamental theorem we give three proofs: one in the main text and tvi^o in the appendix to this chapter Important technical tools are the theorems from Chapter 3 and partitions of unity over compact sets. As applications we treat Fourier transformation, i.e. the decomposition of arbitrary functions into periodic ones; and dominated convergence, being a sufficient condition for the interchange of limits and integration. 6.1 Rectangles Definition 6.1.1. An n-dimensional rectangle B, parallel to the coordinate axes, is a subset of R" of the form B = {x€R" laj < xj < bj (1 < ;■ < n)}, (6.1) where it is assumed that aj, bj e R and aj < bj, for 1 < j < n, compare with Definition 1.8.18. The n-dimensional volume of B, notation vol„(B), is defined as voi„(B)= n (^j-'^j)- Note that vol,, (B) = 0 if there exists a j with aj = bj, that is, if B is contained in an (n — l)-dimensional hyperplane in R", of the form {x e R" | Xj = aj}. 423
424 Chapter 6. Integration A partition of a rectangle B is a finite collection <S = {B, \ i £ / } (here / is called the index set of <S) of n-dimensional rectangles B, such that B = [jBi; Bj nBj =Q or vol„(B,- n Bj) =0 if i ^ j. iel (6.2) Let <S and £' be partitions of a rectangle B, then £' is said to be a refinement of £ if for every Bj e <S the Bj e <S' with Bj C B, form a partition of B,. O Proposition 6.1.2. Assume {B; \ i e I} is a partition of a rectangle B C R". Then vol„(B) = 2^vol„(B,). 1 ; 1 1 1 I I ] ± . 1 j A !_.^ , L I I I I ' i_ Illustration for the proof of Proposition 6.1.2 Proof. We first prove two auxiliary results. (i). Assume B as in (6.1); and for 1 < j < n, let tj e [aj,bj] be arbitrary. Consider B' = {x e R" I aj < Xj < tj, and a^ < Xj^ < bj^, fork ^ j }, B" = [x € R" I tj < Xj < bj, and ak < xj, < bj,, fork y^ j }. Because bj — aj = (bj — tj) + (tj — aj), it follows straight away that vol„(B) = vol„(B') + vol„(B"). (ii). Assume next that for every 1 < y < n the segment [ aj, bj ] is subdivided by the intermediate points a,=tr'< < t {NU)) _ = bj. (6.3) 'J - -J - - -J Then we have, for every n-tuple a = {a(\),..., a(n)) e N" where 1 < a(j) < N(j), (6.4)
6.2. Riemann integrability 425 a rectangle B„ = {X e R" I rf "^-'^ < xj < ff ^^'^ (1 < y < n)}. Together the Ba, with a as in (6.4), form a partition of B; and successive application of assertion (i) now gives vol„(B) = 5;]vol„(B„). (6.5) a Finally, let {B-,} be the given partition of B. For every 1 < J < n, collect the endpoints of the y-th coordinate interval of all rectangles B-,, and arrange these points in increasing order, as in (6.3) (see the illustration). Thus one obtains a partition {B„} of B for which (6.5) holds. Likewise, the B^ with B„ C B; form a partition of Bj for which vol„(B,-)= Yl vol„(B„). Therefore Y^ vol,, {Bi) = Y^ Yl v°i'' iB^) = Yl ^°i" (^«) = ^°i« (^)• Note that in the second summation vol,, (B„) may occur more than once, specifically whenB„ C Bi and when £„ C Bj,fori ^ j. But this need not concern us, because then vol„(Ba) = 0 on account of (6.2). □ Lemma 6.1.3. Any two partitions £' and £" of a rectangle B possess a common refinement. Proof. Analogous to the proof of the foregoing proposition. For every 1 < j <n, collect the endpoints of the y-th coordinate interval of all subrectangles. □ 6.2 Riemann integrability Throughout this section we shall assume B to be an n-dimensional rectangle and / : B —> R to be a bounded function. Definition 6.2.1. For every partition <S = {Bj | i e /} of B we define the lower sum and the upper sum of f determined by <S, notation S_(f, £) and S(f, £), respectively, by S(f m = y] inf fix) vol„(B,), S(f S) = V sup f(x) vol„(B,). O 7^'^^^ 7^'^B'
426 Chapter 6. Integration Lemma 6.2.2. (i) If S' is a refinement of S, then S_(f S) < S_(f, S') < S(/, S') < S(f S). (ii) For any two partitions £ and £' of B one has S_(f, £) < S(f £'). Proof. If Bj C Bi, then infj^g^, f(x) < inf ,.gB'. f(^)- Consequently one has, by Proposition 6.1.2, S(f£) =J2 inf fix) vol„(Bi) = J2mf fix) Y] vol„(B'.) iei iei {j\B'j(zBi) <T T, inf /Wvol„(B;) = Vinf /(x)vo1„(B;.) lei {j\B'.(zBi) .' jeJ J = Sif £'), and this proves (i). Assertion (ii) follows from (i) and Lemma 6.1.3. □ Definition 6.2.3. The lower Riemann integral f fix) dx and the upper Riemann —B integral j^fix) dx of f over B are defined by / fix) dx = sup{ Sif S) I S partition of B }, J—B / fix) dx = inf {S(/, <S) | <S partition of B }. O From the preceding lemma follows, for every partition £ of B, Sif m< f f(x)dx < f fix)dx<'Sif £). J „ J B Definition 6.2.4. Let B be an n-dimensional rectangle. A function / : B —> R is said to be Riemann integrable over B if / is bounded on B and / fix)dx= I fix)dx. J g' J B The common value of the lower and upper Riemann integrals is called the integral of / over B, written as / fix)dx. Jb O
6.2. Riemann integrability 427 Proposition 6.2.5. Let f : B ^>- Rbe a bounded function. Then the following are equivalent. (i) / is Riemann integrable over B. (ii) For every e > Q there exists apartitionS of B suchthatS{f, S) — S_{f, £) < €. Proof, (i) ^ (ii). For every e > 0 there is a partition £' of B such that S(f, £') < /^/(x)rfx+|, and another partitions "of B such that S(/, £") > f^ f(x)dx—^. For the common refinement <S of £' and £" it follows immediately that S(f m-S(f m < S(/, £')-S(f S") < e. (ii) ^ (i). The existence of such a partition <S implies f gf(x) dx — f f(x) dx < e; and this holds for every e > 0. Hence follows (i). □ Now let / : R" —> R be a function satisfying / is bounded on R" and zero outside a bounded subset of R". (6.6) Then there exists a rectangle B C R" with fix) =0 if x^B. (6.7) If / is Riemann integrable over B, the number f^ f(x)dx is independent of the choice of B, provided that (6.7) is satisfied. Indeed, let B' be another such rectangle. Then B = (BHB') U(B\ B'), where BHB'is an n-dimensional rectangle, while the closure of B\B' can be written as a finite union of rectangles Bi, for / e /, satisfying (6.2). Consequently, {B (1 B'} U {B,- \ i e /} is a partition of B. One furthermore has fg f(x) dx =0 for i e /, because f(x) = 0 for x e int(B,) C R" \ B'. Here int(B), the interior of a rectangle B, is obtained by only allowing the inequality signs in (6.1). Therefore / f{x)dx= / f{x)dx= / f(x)dx. Jb JBnB' Jb' We need the following: Definition 6.2.6. The support of a function / : R" —> R is defined as the set, see Definition 1.2.9, supp(/) = {xeR«|/(x)^0}. O Note that supp(/) is compact (see the Heine-Borel Theorem 1.8.17) if supp(/) is bounded. If x ^ supp(/), then there exists a neighborhood U of x such that /(>') = 0,forall>'ef/.
428 Chapter 6. Integration Definition 6.2.7. Let ^(R") be the collection of functions / : R" ^^ R which satisfy (6.6) and which are Riemann integrable over B, for a rectangle B C R" as in (6.7). The elements from .^(R") are called Riemann integrable functions with compact support. Define, for every / e .^(R"), / fix)dx= / fix)dx= / fix)dx. O ^R" " J ' Jb We recall the definition of the characteristic function 1^ of a subset A C R", with Ia(x) = 1 if X € A, IaM = 0 if x ^ A. It follows immediately that the characteristic function 1 ^ of an n-dimensional rectangle B is a Riemann integrable function with compact support. In addition L IsMdx = vol„(B). R" Theorem 6.2.8. We have the following properties for ^(R"). (i) .^(R") is a linear space with pointwise addition and multiplication by a scalar (ii) The mapping I : ^(R") —> R with f i-> f^„ f(x)dx is linear, and monotonic, that is, if f < g (that is, f(x) < g(x), for all x e R"), then 1(f) < 1(g). (iii) / e .^(R") if and only if f+ and /_ e ^(R"), where f± = \(\f\±f)>0, f = f+-f-, 1/1 = /+ + /-; and one has 1(f) = /(/+) — I(f-). In particular we have |/| £ ^(R") if f e Sl(W), while f f(x)dx\< f \f(x)\dx. Jr" ' ^R" (iv) If f, g e .^(R"), then fg e ^(R"), with fg defined by pointwise multiplication. Proof. Parts (i) and (ii) readily follow. With respect to (iii) we note that, for a rectangle B, sup fg - inf fg < sups / sups g - Mb f Mb g = (sup / - inf /) sup g + M f (sup g - inf g).
6.3. Jordan measurability 429 to see this, distinguish the cases 0 < inf ^ /, inf ^ / < 0 < sup^ / and sup^ / < 0. It follows that/ e .^(R")ifandonlyif/+ e .^(R")and/_ e .^(R"); and if this is the case, then / (/) = / (/+) — / (/_). The particular case of |/| now follows from I/I = /+ + /_; and the inequality of integrals is seen to result from the estimates / < I/I and"-/ < |/|. (iv). Because of fg = f+g+ — /_ g+ — /+ g_ + /_ g_, it suffices to prove the assertion for the case where / > 0 and g > 0. We then have sup fg - inf fg < sups / sups g - Mb f inf b g B B = (sup / - inf /) sup g + inf f (sup g - inf g). B B g B g B The Riemann integrability of fg now easily follows. □ 6.3 Jordan measurability Definition 6.3.1. Let A C R" be bounded. Let / : R" —> R be a function and assume that / is bounded on A. Then / is said to be Riemann integrable over A if / 1a is a function in the space ^(R"). If such is the case we write / f(x)dx:= I IaM fix)dx, J A Jr" 'A JR" and we speak of the Riemann integral or simply the integral of / over A. The lower and upper Riemann integrals of 1 ^ are said to be the inner and outer measures, respectively, of A. If 1^ is a function in the space ^(R"), then A is said to be Jordan measurable, while vol„(i4) := I dx = I lA(x)dx J A Jr" is said to be the n-dimensional volume or the n-dimensional Jordan measure of A. In particular, therefore, an n-dimensional rectangle B is a Jordan measurable set. The set A is said to be negligible in R" if vol,, {A) =0. O Let A C R" be a bounded subset. Let B C R" be a rectangle with A (Z B and let <S = {B; I z e /} be a partition of B. Define leixtenor) = { Z £ / | B; H A ^ 0 }, Ii{„tenor) = { Z £ / | B; C A }. Since sup^. 1^ = 1 if z € h, and inf b; 1^ = 1 if z € /,, it follows that 5(1a, m - SCIa, S) = j;] vol„(B,.) - 5;] vol„(B,.) 16/<r 16/; Y^ vol„(B,-). {;6/|B,nA5^0 £md Bi\Ai^9l] (6.8)
430 Chapter 6. Integration Theorem 6.3.2. Let A C R" be a bounded subset. Then the following assertions are equivalent. (i) A is Jordan measurable. (ii) dA is negligible. Proof, (i) ^ (ii). Let e > 0 be arbitrary. According to Proposition 6.2.5 there exists a partition <S = {B,- \ i e /} of B such that (6.8) leads to 5^vol„(B,) - 5^vol„(B,) < ^. vol„(i^,) < Since U,g/^.B,- is closed, being a finite union of closed sets, and since A is the smallest closed set containing A, it follows that Ac[jBi. (6.9) ieh. Replacing the rectangles B; with / e /,■ by similar rectangles Bi whose edges are of somewhat smaller length, we can arrange that Ad[JB,d[J int(B,) D y Bi (6.10) 16/; 16/; I6/i and J2 vol,,(Bi) - J2 vol" (B'i) < e. (6.11) isle isl. Because U,-g/j int(B,-) is open, being a union of open sets, and because int(i4) is the largest open set contained in A, (6.10) leads to mt(A)D\jBi. (6.12) ieii From (1.4), (6.9) and (6.12) we now obtain dA=J\mt(A)c[jB!\[jBi. (6.13) ;6/<: ,'6/; But (6.13) and (6.11) together imply that the outer measure of dA is smaller thane. (ii) ^ (i). For this proof we also apply Proposition 6.2.5. Hence let e > 0 be arbitrary. Then we can find a partition {Bi \ i e 1} of B such that 9i4 C 1)int(B,) and 2_] (sup 1a — inf 1a) vo1„(B,-) < e. iei iei • For every X e A\9 A, we can select a rectangle Bj: satisfying x e \n\.{Bx) C B.v C A. Note that sup^ 1a — ™^b^ 1a = 0. Because A is compact, the open covering
6.3. Jordan measurability 431 Illustration for Formula (6.13) [B; I i e I}D [Bx I X e A\^A} of A admits a finite subcovering, say <S', on the strength of the Heine-Borel Theorem 1.8.17. Next we use the endpoints of the coordinate intervals of the rectangles in S' to define a partition S of B; then each of the rectangles in <S' is a union of rectangles in <S. It is immediate now that 5(/, S) - S(/, S) < e. □ Corollary 6.33. Assume A and B C R" are bounded and Jordan measurable. Then the following sets are also bounded and Jordan measurable: Ar\B, AUB, A\B, mt(A), A. Proof. Note that Iahb = ^a^b, ^aub = 1a + 1b - ^ahb, and 1a\b = I a - Iahb- Now use Theorem 6.2.8.(i) and (iv). According to Formula (1.4) one has int A = A\dAdsiA~A = A\JdA. □ Remark. In what follows we shall often be dealing with compact subsets of R". Such sets are not necessarily Jordan measurable (see Exercise 6.1 for an example inR). Definition 6.3.4. For A C R" we denote by ${A) the collection of compact and Jordan measurable subsets of i4. O
432 Chapter 6. Integration The following theorem gives a most useful criterion for the Riemann integra- bility of a function over a set. Theorem 6.3.5. Let K e ^(R") and let f : K ^>- R be a continuous function. Then we have the following properties. (i) / is Riemann integrable over K. (ii) Next, assume that g : K ^ Viis also continuous and that g(x) < f(x),for allx e K. Then L e |(R"+') if L = {(x,y)e R"+' \xeK, g(x)<y< f(x)}; and vol„+, (L) = /^^ (f(x) - g(x)) dx. Illustration for the proof of Theorem 6.3.5.(ii) Proof. Considering Theorem 6.2.8.(iii), it is sufficient to prove (i) for the case f(x) > 0 (x e K). (6.14) Further, let c = minj^g^: g(^)- Since c < g(x) < f(x), for x e K, we have L ={(x,y)eR"+^ \x sK, c<y<f(x)} ~ (6.15) \{(x,>')€R"+' \xeK, c<y<g(x)}. In view of this we first prove (ii) for the case where L = {(x, y) e R"+' I X e ii:, 0<y< f(x)}. (6.16)
6.3. Jordan measurability 433 Under the assumptions (6.14) and (6.16) we will now simultaneously prove both (i) and (ii). Let B C R" be a rectangle with ii: C B and let <S = [B, | z e /} be a partition of B. Define f{x) = 0, if x £ B\K. Then S(U/, S) = 5^supU(x)/(x)vol„(B,-)= Yl sup/vol,,(B,), S(lKf, S) = V inf lK(x)f(x)vol„(B,) = Y] inf/vol„(B,). 'xeBi ^—^ Bi iel Bi<zK Further, we note that L C B := B x [ 0, sup^j- / ], where B is a rectangle in R""*"'. In addition ^C U B,x[0, sup/], (6.17) and, if B; C K, B; x[0, inf/]cL. (6.18) Bi Let <S be a partition of B such that it is a common refinement of all rectangles Bi X [ 0, sup5_, / ], for Bir[K i^ 0, and all B,- x [0, infg, / ], for B/ C K. From (6.17) and (6.18), respectively, one then finds s(1l, S)< J2 sup/vol,,(b,) = suk/, m, S(lL,m> Yl inf/vol„(B,) = S(U/ S). Bi Bi(zK Accordingly, (i) and (ii) result if we prove that the following difference becomes small upon a suitable choice of the partition <S: S(\Kf, m-SilKf, m= Yl sup/ vol,,(B,)- Y, inf/vol„(B,) BiHK^Id ^' BidK ' = 2^(sup/-inf/)vol„(B,-)+ Yl sup/vol„(B,). By Theorem 1.8.15, / is uniformly continuous on the compact set K, that is, for every ?j > 0 there exists a ^ > 0 such that sup^, / — inf g. / < ?j, if B, C K and B; has edges of length < S. This may be arranged for all B; by making them smaller where necessary. Because of Formula (6.8), the Jordan measurability of K implies Y2 vol„(B,) < r], BinK^a, Bi\K^0 for suitably chosen <S. And hence, for such a <S, SilKf, m-SilKf, m < r,YolniK)+maxfix)r,. xeK
434 Chapter 6. Integration We return to the general case for (ii). This is a consequence of the foregoing and of (6.15), once we know that the following sets M and M' have the same (n + 1)- dimensional volume, where M := {(x, y) e R"+' \x€K, c<y <g(x)} and M' := {(x, y) e R"+' \x sK, c<y < g(x)}. But this is the case, because vol„+i(M \ M') = 0 on the basis of the inclusion M \M' C dM and the preceding theorem. □ Definition 6.3.6. We denote the space of continuous functions R" —> R with compact support by Cc(R") = C°(R") = {/ : R" ^^ R I / continuous and supp(/) compact}. O Corollary 6.3.7. Cc(R") C .^(R"), that is, the linear space of continuous functions on R" with compact support is contained in the linear space of the Riemann integrable functions on R" with compact support. Proof. Let B C R" be a rectangle with supp(/) C B, then / is continuous on B. Hence, according to (i) of the preceding theorem, / is Riemann integrable over B. □ Corollary 6.3.8. LetK e $(R''),ford < n, and let f : K —> W^"^ be a continuous mapping. Then graph(/) = {(x, f{x))\x€K} is a negligible set in R". More generally, finite unions of this kind of graph are negligible in R". Proof. The boundedness of the continuous function x i-> (/i(Ji:),..., /„_rf_i(x)) on iiT implies there is a rectangles C R""''"' such that (/i(x),..., /„_rf_i(x)) e B if X e K. Defining the continuous function / : AT x B —> R by f{x, t) = fn~d{x), we have graph(/) ={(x, f{x))€W\x€K} C {{x, t, fix, t)) e R" \{x,t)^K^B} = graph(7). Now let c = v[m\(^j)^KxB 7i.x, t). Then graph(/) C 9{ (x, t, y) e R" \ {x,t) € K x B, c < y < f(x, t)}, and so the assertion follows from the two preceding theorems. □
6.4. Successive integration 435 Example 6.3.9. (i) The interval [ — 1, 1 ] belongs to ^(R), because it is a rectangle inR. (ii) The circular disk B^ = {x e R^ | ||x || < 1} belongs to $(R^). Indeed B^ = {X e R2 I xi e [-1, 1], -fix,) <X2< fix,)}, where / : [—1, 1] —> R is the continuous function with fix,) = Jl — x^. The assertion therefore follows from (ii) of Theorem 6.3.5. (iii) The subset Kofa solid cone in R^ defined by A: = {x eR^ |0<X3 < 1, xf+x^ < il-xs)^} is compact; indeed, for x e K one has x^ + x| < 1, therefore K C {x e R^ \ \^i I < 1 (1 < 2 < 3)}. Furthermore, AT is a Jordan measurable set in R^. This is so because (x,,X2,X3) e AT implies that (x,,X2) £ B^. Conversely, with (xi,X2) £ B^ fixed, the inequalities Jx^ + x^ < 1 — X3 and 0 < X3 imply that then X3 may still vary as follows: 0 < X3 < 1 — Jx^ + x^. In other words a: = {x e R^ I (xi, X2) e B^ 0 < X3 < /(xi, X2)}, where / : B —> R is the continuous function with /(xi,X2) = 1 — Jxj+X2. Thus, again by (ii) of Theorem 6.3.5, the assertion follows. ik 6.4 Successive integration We now formulate results that will enable us to reduce an n-dimensional integration to successive lower-dimensional integrations. This method is most effective if reduction is possible to one-dimensional integrations which then can be performed by computing antiderivatives. Consider a function / : R^ x R'' —> R. If / is continuous, the function Z H> fiy, z) is a continuous function on R'', for every y e R''. Remarkably, for Riemann integrability there is no valid analogous result. If / is Riemann integrable, it does not necessarily follow, for every y e R'', that the function z i-^- fiy, z) is a Riemann integrable function on R^. This explains the formulation of Theorem 6.4.2 below. Definition 6.4.1. A bounded function / : R" —> R is said to be a step function if there exist a rectangle B C R" and a partition <S = {B,- | i e 1} of B such that fix) = 0, for x ^ B and such that /IjntCBV ^°^ ^^^ ^ ^ /, is a constant function, while, for every 1 < j < n, the function Xj i-> / (x 1, .., xj,.., x„) is left- continuous. If these conditions are met, / is said to be a step function associated with £. Note that a step function is Riemann integrable over R". O
436 Chapter 6. Integration Theorem 6.4.2. Let f be a Riemann integrable function with compact support, on W+^. Then y^ f fiy,z)dz and y^ f f(y,z)dz (y sR") are Riemann integrable functions with compact support on R^, and f f(x)dx= f f f(y,z)dzdy= f f f(y,z)dzdy. JRP-I-'I Jrp J Ry Jrp J Rl Proof. Let B C R''"'"^ be a rectangle such that / vanishes outside B, let S = [Bj | i e /} be a partition of B, and let g_, g+ be step functions associated with <S such that g^(x) < fix) < g+(x) (X e B). Then for every y e R^ the functions ^ i-> g^iy, z)andz i-> g+(y, z) are step functions on R'' dominated by ^ i-> f(y, z), and dominating z i-^- f(y, z), respectively. Accordingly one has, for every y e R'', f g-iy,z)dz< I fiy,z)dz< I f(y,z)dz< I g+(y, z)dz. Jri J—Ri •' ^'' ''R' But y i-> /jj, g±(y, z) dz in turn are step functions on R^; and we obtain f g-{x)dx =f f g-iy,z)dzdy< f f f(y,z)dzdy Jrp-'-i Jrp Jri J_RpJ_Rq <f f f(y,z)dzdy<f f f(y,z)dzdy J RPJ ^a J RPJ Rl </ / g+(y,z)dzdy= g+(x)dx. Jrp Jri Jrp->-i Because the supremum of the left-hand side and the infimum of the right-hand side, both taken over all possible partitions <S, equal /j^p.,., f(x) dx, it follows that f f(x)dx= f f f(y,z)dzdy= f f f(y,z)dzdy, JrP-I-1 •L.RPlL.RI J RPJ R" which proves the assertion about y h> f f(y,z)dz. □ Remark. The formulation of the preceding theorem may not be simplified, as the following example demonstrates. Let f(x, y) = -, if x = ^ with p,q e N, where p and q are relatively prime, p < q, and y e Q D [0, 1 ]. Let /(x, y) = 0, in all other cases. Then / is Riemann integrable over R^ with vanishing integral. But for every x = ■^ as above, y ^-^ f(x,y) is not Riemann integrable: / f(x,y)dy = 0, while J^fix, y) dy = ^.
6.4. Successive integration 437 Remark. If in the preceding theorem the roles of y e R^ and ^ e R'' are interchanged, it follows that the functions Z\-^ j f(y, z) dy and z i-^- f^pfiy, z) dy are also Riemann integrable over R'', and that their integrals over R^ both equal /r/'-I"; f{x)dx. This constitutes another proof, different from the one of Theorem 2.10.7.(iii), that the order of integration may be interchanged. In particular, we have obtained the following: Corollary 6.4.3 (Interchanging the order of integration). Let f : R''+^ —> R be a continuous function with compact support. Then, for every y e R'', the integral f^^ f(y, z)dz is well-defined, and in addition, for every z € R'', the integral Irp /(y^ 2) ^y ^^^ the functions thus defined are Riemann integrable with compact support on W and W, respectively. Furthermore, I f(x)dx= f f f(y,z)dzdy= f f f(y,z)dydz. jRP-i-l Jrp Jri Jri Jrp Example 6.4.4. The requirement of continuity (or of boundedness) of / does play a role, as becomes apparent from the following. One has If the integrals / / -dydx and / / -dxdy Jo Jo (x + y? Jo Jo (x + y? were both well-defined, one would, on symmetry grounds, expect them to be equal. The interchangeability of the order of integration would then imply that the original integrals vanish. But we have, for x > 0, which causes the convergence, /" x-y . _ rix-jx + y) _ /"/ 2x 1 X Jo (x + yy ^ Jo (x + yy ^ Jo Hx + yy (x + yrJ^^ (X + yr 1 y'=' 1 X + r + (X + 1)2 X + l X2 X (X + 1)2' Consequently, Jo Jo (x + y? ^ "" Jo (x + —::dx = 1)2 1 -■' X + l --- 1-- Interchanging the roles of x and y, we obtain / / ~—^dxdy = -, thatis / / ~—'^—;dxdy = --. ilV Jo Jo ix + yf 2' /o Jo ix + yf 2
438 Chapter 6. Integration Theorem 6.4.5. Let ai, Z>i e R with ai < bi, and write Ki = [a\,bi ]. Assume that there have been defined, by induction over 2 < j <n, continuous functions a j, bj : Kj-i —> R with aj < bj; and sets Kj C R-' given by {x e R-' I (xi,...,Xj^i) e Kj^i, ajixi, ...,xj_i) <Xj < bj(xi,... ,Xj^i)}. Then the following assertions hold. (i) The sets Kj belong to $(RJ). (ii) For every continuous function / : if „ —> R one has I f(x) dx Jk„ ' nbi nh2{xi) nb„{xi,...,x„.i) = 11 •••/ f(xi,--.,x„..i,x„)dx„---dx2dxi. Jai Ja2{xi) Ja„{Xi,...,x„-i) Proof. Assertion (i) follows by induction over j and Theorem 6.3.5. Write x' = (xi,... ,x„_i) e R''-^ whence X = (x', x„) e R". Note that 1a:„(x) = 1a:„_,(-^') h"„(x'),b„(x')](x„). For every x' e K„_i the function x„ i-^^ (Ik„ f)(x\ x„) is continuous on the interval [fl„(x'), &„ (x')]; and so, by Theorem 6.3.5.(i), it is Rie- mann integrable over the said interval. That is, for every x' e K„_i, r ri>n{x') / (1a:„ f)(x', x„)dx„ = Ik„.i(x') j f(x\ x„)dx„. Jr Ja„(x') -bnix') la„(x') Applying the preceding corollary, one finds i-b„{x') I f{x)dx =1 {\K„f){x)dx=\ ^.K„.M') I fix', Xn)dx„dx' JK„ Jr" Jr"-' Ja„{x') r rhn{x') = I I fix', x„) dxn dx'. The proof of assertion (ii) can now be completed by induction over n, provided we know rb„(x') x'^ / fix',x„)dx„ (6.19) Ja„{x') to be a continuous function on if„_i. In order to verify this, define nb 7 : R^ X K„_y ^^ R by /(a, b, x') = / fix', x„) dx„. J a
6.5. Examples of successive integration 439 Then \Iia,b,x')-I{a,b,x')\ < \I(a,b,x') - Iia,b,x')\ + \I(a, b,x') - I (a, b,x')\ + |/(^, b,x') - I {a, b,x')\ na I nb / f{x',Xn)dXn + / fix',X„)dXn J a ' Jb I /■* + / {.fix', X„) - f(x', X„))dXn Because / is uniformly continuous on if,,, there exists, for every ?; > 0, a ^ > 0 such that, uniformly in x„, \f(x', x„) - fix', x„)\ < TO i\\x' - x'W < S). From this follows, for \a — a\ < min{?j, 1}, \b — b\ < min{?j, 1}, ||x' — x'|| < S, \Iia, b,x')-Iia, b,x')\ <?j(2max|f| + |fl| + |Z>|+2), K„ proving the continuity of I in (a, b, x'). But this implies the continuity of the function in (6.19). □ Remark. In the proof above the Continuity Theorem 2.10.2 is not directly applicable since the interval of integration J = [a,b]of the variable x„ is also allowed to vary. 6.5 Examples of successive integration Example 6.5.1. Let K be the compact set in R^, bounded by the planes {x sR^ \xi+X2+X3 = a} (fl > 0), {xeR^|x,=0} (1 < i < 3). Then /. II Ii2j '^^ \\x\\ ax = —. 20 We have AT = {x e R^ I 0 <xi, 0 <X2, 0 <X3, xi +X2+X3 <a}. Therefore x e AT means that 0 < while X2 > 0 and X3 > 0, that is Xi e [0, fl ]. Once xi e [ 0, a ] has been fixed, 0 < X2 < a — xi — X3 and X3 > 0 imply that X2 may still vary within [ 0, a — Xi ]; and for (xi, X2) thus fixed, X3 may still vary within [0, a — xi — X2 ]. Consequently A" = {X e R^ I 0 < Xi < fl, 0 < X2 < fl — Xi, 0 < X3 < fl — Xi — X2 }.
440 Chapter 6. Integration Illustration for Example 6.5.1 Hence we have, in the notation of the preceding theorem, Ki = [0,al K2 = {ixi,X2)€R^\xi€Ki, 0<X2<a-Xi}, K^ = K. As a consequence I \\x\\'^dx= II I (X'^ + X2+X^)dX3dX2dXi Jk Jo Jo Jo = \xfx3+X^X3 + Y xi=a—xi—X2 dX2 dXi .V3=0 X2)^ = I I (xy(a - xi — X2) + X2ia — xi — X2) H ) dx2 dxi Jo Jo J = / x'^(a — X x^x| (fl—xi)x| X2 (a — xi — X2)'^ dx\ 2 -^1 -xiY- x}(a — xi) (a—Xi) (a — xi) (a — Xi) 12 / Jo \ 2 6 / ^' 20' 1^
6.5. Examples of successive integration 441 Example 6.5.2 (Intersection of two cylinders). The intersection of the two solid cylinders in B? given by {x e R^ | x^ + x| < 1} and {x e R^ | x^ + x| < 1}, respectively, has volume y. Proof. I. From x\ + x\ < 1 and x\ + x\ < 1 we see that xi may vary in the entire interval [ — 1, 1 ]. We set b{x) = Vl — x^. Given xi, we see from x| < 1 — x^ that X2 may still vary in [—Z>(xi), Z>(x,)]; likewise, X3 may vary in the same interval [ —Z>(xi), Z>(x,) ]. The intersection, therefore, is given by {x e R^ I -1 < X, < 1, -b{x{) < X2 < bixi), -bixi) < X3 < Z>(x,)}. The desired volume is .1 pbiXi) nb{xi) -fe(.v,) J-b{xy) / / dx^dx2dxi =S I I I dx^dx2dxi -I J-b(xi) J-b(xi) Jo Jo Jo -'If Jo Jo 1 pb{xi) b(xi)dx2dx^ = 8 /" b(x Jo ydxi = 8 xi = 8(1--). □ Proof. II.Fromx^+x| < 1 it follows that X2 may vary in the entire interval [—1,1 ]. Given X2, we see from x^ < 1—x| that xi may vary in the interval [—Z>(x2), b(x2)]. Finally then, X3 may vary in [ —Z>(xi), b(xi) ]. Thus the intersection is given by {x e R^ I -1 < X2 < 1, -b(x2) < X, < Z>(X2), -b(xi) < X3 < b(Xi)}. And so the desired volume is /I /'b{X2) /'b{xi) n\ t'b{X2) /'b{xi) I I dxj, dxi dx2 = S I I I dxs dxi dx2 -1 J-b{X2) J-b{xi) Jo Jo Jo = 8 / / J\—x\dxidx2. Upon computation of an antiderivative of J1 — x, = .—L this becomes m l-x? + arcsmx, X\=b{X2) ;c]=0 dX2 — Xrj ) ClXn = 4 / (x2y 1 — X2 + arcsin ^ 1 — x|) i = 4 / X2J\ — x| dx2 + 4 / arccosx2 dx2. Jo Jo
442 Chapter 6. Integration And now • 1 / Jq f Jq X2J I — Xy dX; 2 ax2 = (1 - x|)3/2 Jo 3' arccos X2 dx2 = [ X2 arccos X2 ] = arccos 1 Jo dX2 □ Illustration for Example 6.5.2: Intersection of two cylinders Example 6.5.3 (Sharpening a pencil). A hexagonal pencil, not sharpened, has a thickness of 7 mm between two parallel faces. The pencil is sharpened into an exact conical point such that at the tip the angle between two generators on the conical surface is at most ^ radians. The volume of the material removed equals 0.389 • • • cm^, if the sharpening has been done in the most economical way. Indeed, choose the origin of the coordinate system for R^ at the tip of the pencil, the negative direction of the xs-axis along the axis of the pencil, the xi-axis perpendicular to a face of the pencil. Let a = 3.5. Because of the sixfold symmetry of the pencil about the xs-axis, the planes through the xs-axis and those edges of the pencil that lie in the plane {X e R^ | Xi = a } form an angle of ^ radians. Therefore,
6.5. Examples of successive integration 443 these planes are defined by the equations X2 = ±tan|-xi = ±|V3xi. LetC C R^ be the conical surface, part of which bounds the pencil. Note that for given (xi, X2) there exists a unique x^ = x°(xi, X2) such that X3 < 0 and (xi, X2, x°) e C. Now the volume removed equals six times that of the set [x sR^ \0 <xi <a, --VSxi <X2< -VSx,, x°(xi, X2) < ^3 < 0}. Next we derive an equation for C. To calculate tan -^ we use the formula for the tangent of the double angle: 1 /- 71 2 tan T^ , 7J- 6 TT -V3 = tan — = ^^—, that is, 1 — tan — = —= tan —. 3 6 1 - tan2 ^ 12 V3 12 The positive root of this quadratic equation equals tan ^ = |(—2-s/3 + Vl2 + 4) = 2 - V3, so /^ ^ \ 1 1 ^ /x tan I 1 = = = 2 + V3. \2 12/ tan§ 2-V3 Therefore, x e R^ lying on one of the two generators of the conical surface C contained in the plane {x e R^ | X2 = 0} satisfies X3 = — tan(|- — f^)xi = — (2+-s/3)xi. And C itself has the equation X3 = —(2+-s/3)»/x^+x|, in particular x° = x°ixi, X2) = -(2 + 73)^x2 + xj. Consequently, the desired volume is given by ' / / Jo J-^V3xi J-Q dXs dX2 dXi (2+V3)^.Vj-+^| = 12(2 + V3)/ /' Jx^ + x^dx2dxi. 2, 2 Using an antiderivative of .L-i^ with respect to X2, we find, modulo the factor V-'^r+jt2 12(2 + V3) I I jy/4+^f + y log(^2 + 7^1 + ^? rfxi = ^(4 + 31og3)(3.5)^ = 8.689---. tV
444 Chapter 6. Integration 6.6 Change of Variables Theorem: formulation and examples In the integral calculus on R an important result is the Fundamental Theorem 2.10.1, / f'(x)dx = f(b)-f(a). which gives a relation between integration and differentiation on R. This result has a direct analog in the calculus of integrals on R" (see Theorem 7.6.1), in the form of a relation between integration and total differentiation on R". On R the Change of Variables Theorem / fix) dx= (/ o ^)(y)^'(y) dy, (6.20) for ^ : [a,b] —> R continuously differentiable and / : ^([a,b]) —> R continuous, is a direct consequence of the Fundamental Theorem. Indeed, let F be an antiderivative of / on ^([a, b]), then both sides of (6.20) are equal to F o^ (b) — F o^ (a). Hence, the essence is to recognize the function / as a derivative; on R" with n > 1, however, this is not possible, because a derived function on R" does not take values in R, but in Lin(R", R) ~ R". Nonetheless, a Change of Variables Theorem does exist for R" with n > 1, but its proof is distinctly more complicated than that for R. The proof for R" is obtained by means of a reduction to R, and requires some technical tools: the Implicit Function Theorem 3.5.1, and results which enable us to localize an integral, that is, to study an integral near a point. For this reason we prefer to begin by merely stating the theorem, and then illustrating it by some examples. Section 6.7 contains the results relating to localization, while the proof can be found in Section 6.9. Other proofs. The appendix to this chapter, in Section 6.13, contains two more proofs of the Change of Variables Theorem which consider the problem from different perspectives. Theorem 6.6.1 (Change of Variables Theorem). Assume U and V to be open subsets o/R" and let ^ : V —> U be aC^ diffeomorphism. Let f : U ^>- Rbe a bounded function with compact support. Then f is Riemann integrable over U if and only if the function jh^(/ovI/)(j)|detDvI/(j)| is Riemann integrable over V. If either condition is met, one has f fix) dx= f fix) dx= f if o vl/)(j)| det D^iy)\ dy. ^*(V) Ju Jv
6.6. Change of Variables Theorem: formulation and examples 445 An immediate consequence of this theorem and its proof is the following: CoroUary 6.6.2. IfL e %iV), then *(L) e |(f/), while vol„(vI/(L))= /" U^L){x)dx= f \detD^(y)\dy. Ju Jl If moreover, ^ satisfies the condition \ det D'^{y)\ = I, for all y e L, we have vol„(vI/(L)) = vol„(L). In view of this corollary a C' diffeomorphism ^ : V —> f/ with the property I det D^\ = 1 on V is said to be volume-preserving. Remarks. Theorem 6.6.1 tells us how an integral over U transforms under a C' regular coordinate transformation x = ^(y) onU. Specifically, the integral over a transformed set of a function equals the integral over that set of the product of the transformed function and the absolute value of the Jacobian of the transformation. Here we recall the terminology Jacobi matrix of ^ at y to describe D^(y); and the Jacobian of ^ at y is defined as detD^Cy). Consider the case n = \. For a C' diffeomorphism ^ : V —> f/ where V, f/ C R, we have, on account of Example 2.4.9, I>*0') = "^'(y) y^ 0, for all y S V. However, the proof of the Change of Variables Theorem (6.20) on R did not assume ^'(y) ^ 0, for all y e ]a,b[; thus the "old" version of the Change of Variables Theorem on R is stronger than the "new" one. We now consider the "new" version of the Change of Variables Theorem on R. If ^ : ] a, Z> [ —> R is a C' diffeomorphism, then by the Intermediate Value Theorem 1.9.5 the continuity of *' and the fact that *'(>') y^ 0, for all j e ] a, Z> [, imply that either ^'Cy) > 0, or ^'(y) < 0, for all y e ]a,b[. But this means that ^ is strictly monotonic, either increasing or decreasing, on [a, b], and either ^([a, b]) = [^(a), ^(b)] or *([fl,Z>]) = [*(Z>), *(«)], respectively. In the latter case IdetD^Cy)! = — ^'(y), and so the Change of Variables Theorem 6.6.1 then yields f " f(x)dx = - f (/ovI/)(y)vI/'(>-)rf>-= f\foyiJ)(y)yiJ'(y)dy. J>ii(b) J a Jb The formulation of Theorem 6.6.1 as given above is more or less dictated by the fact that under these conditions the structure of the proof remains reasonably transparent. Thus, the present formulation of the theorem is for open sets in R", because these are the natural domains of diffeomorphisms. Sometimes, the mapping ^ : V —> f/ which would seem the most natural, cannot be extended to a diffeomorphism V —> f/, for example because det D^ vanishes at points of dV.
446 Chapter 6. Integration Furthermore, the condition on / ensures that no convergence problems will crop up. Nevertheless, in many cases Corollary 6.6.2 in the form given above cannot be used to calculate the volume = f Ik(x) VOln(K) = I lK(x)dx Jr" of a compact and Jordan measurable set K C R", for the following reason. The calculation requires finding a C^ diffeomorphism ^ : V —> f/ and a set L e $(V) with ^(L) = K. The problem often involved in this is that the obvious change of variables ^ becomes singular on dL; consequently, ^ is not a C' diffeomorphism on an open neighborhood of L in such cases. Therefore the proof of the Change of Variables Theorem is followed, in Section 6.10, by limit arguments which justify calculating vol,, (if) by means of the theorem after all: on account of Theorem 6.3.2 one has vol,, (if) = vol„(int K) for Jordan measurable sets K, and the characteristic function of int(if) may be approximated from within by admissible functions. Accordingly, in the examples we will use the Change of Variables Theorem for calculating the volumes of "reasonable" sets, meaning sets in R" bounded by a finite number of lower-dimensional C' manifolds. Example 6.6.3 (Yolume of parallelepiped). LetB c R" be a rectangle and assume ^ : R" —> R" is a linear mapping. Then ^(B) is ai parallelepiped in R", that is, a set of the form [a+Y. O^^MO<0< 1(1 <;•<«)}; here a is one of the vertices of ^(B) and the Z>^^\ for 1 < j < n, are the direction vectors of the edges that originate from a. By the Change of Variables Theorem (see Proposition 6.13.4 for a direct proof) it follows that vol„(vI/(B))=|detvI/|vol„(B), that is, vol,, {^(B))/ vol„(B) is independent of the set B, whereas it does depend on the linear mapping ^. Note that in linear algebra this transformation property usually is one of the defining properties of volume in an n-dimensional vector space; in our development of analysis in R" the Change of Variables Theorem is required to obtain this result. This comes about because in Section 6.3 we have chosen a definition of n-dimensional volume which is more elementary, one in which rectangles play a fundamental role. ik
6.6. Change of Variables Theorem: formulation and examples 447 Example 6.6.4 (Polar coordinates). Let f/ = R^\(]—oo, 0]x {0}) be the plane excluding the nonpositive part of the x,-axis. Then define V and ^ by V = R+ X ] —7Z, JT [ C R^ and ^(r, a) = r(cosa, sina). On account of Example 3.1.1, ^ is a C' diffeomorphism, while det D*(r, a) = det . ) = r > 0 ((r, a) e V). \ sin a rcosa / Using the Change of Variables Theorem, together with Corollary 6.4.3, we obtain, for continuous functions / that vanish outside a compact subset contained in U, f f(x)dx= f(foyiJ)(y)\dctD^(y)\dy 7r2 Jv = / '" / f (r cos a, r sin a) da dr = I I rf(r cos a, r sin a) dr da. v/r.). J-tt J-tt Jr+ Consider —tz < a^ < a2 < tz and (p e C(] ai, a2[), and define V = {(r, a) e V I a, < a < 012, 0 < r < (j>(a)}. By way of application we compute the area of the bounded open set U' = ^(V), that is, U' is the bounded open set in R^ that in polar coordinates is bounded by the lines with equation a = ai and a = a2 and the curve with equation r = <p{a). It follows that area(f/') = / / rdrda = - I (p(a)^da. Jd] Jq ^ Jai In particular, the area of the bounded open set in R^ that in polar coordinates is bounded by the lemniscate r^ = a^ cos 2a with a > 0 (see Exercise 5.18), equals a f^ area(t/') = 2— / cos 2a; da = a^. i^ 2 J_!L Example 6.6.5 (Volume of truncated cone). Let G C R^ be an open set. The truncated cone with apex (0, 0, t) where 0 < ^, of height h where Q < h <t, and with Jordan measurable basis G C R^, is defined as the open set t/ C R^ with U = {{{!- s)y, st)€'R^\y€G, 0 < ^ < - }. t We now define V C R^ and * : V ^^ f/ by V = Gxlo,-[ and ^{y,s) = {{\ - s)y, st).
448 Chapter 6. Integration Then it is easy to see that ^ : V —> f/ is a bijective C' mapping, and that / 1 - ^ 0 -yi \ det D^Cy, ^) = det 0 I - s -y2 \ = (I - sft > 0 {{y, s) e V). V 0 0 t I Using the Global Inverse Function Theorem 3.2.8 we see that ^ : V —> f/ is a C' diffeomorphism, and by the Change of Variables Theorem and Theorem 6.4.5 we find VOl3(f/) = f dx= f t(l- sfdyds = t f dy /"' (1 - sf Ju Jv Jg Jq = f areaCG)!"-^^^^ ^=|area(G)(l-(l-^ In particular, if G is a square with edges of length a, the upper face of U is also a square, with edges of length b = a(l — j). Furthermore, in that case ^ = ■^. Hence the volume of a truncated pyramid of height /z, having lower and upper faces with edges of length a and b, respectively, equals --{a^-b^) = -ia^ + ab + b^). ik 3 a 3 Example 6.6.6. It is sometimes easier to give the mapping <1> := ^""^ : f/ —> V, and there may be no need for an explicit description of ^ : V —> U. Assume we have, as in Application 3.3.A, f{x) = \\xf, f/ = {x e R2 I 1 < xf -x^ < 9, 1 < 2xiX2 < 4}, V = {y e R2 I 1 < J, < 9, 1 < yz < 4}, <D(x) = (xf -x|, 2xiX2) =: y. According to Application 3.3.A, <1> : U —> V is a C' diffeomorphism, with inverse 1 4|b'll' -9 /.4 ^ := <!)-' and det D^(y) = j^ and we have /(x) = \\y\\. Therefore / f(x)dx= / \\y\\-—-—dy = - dy = - dyi dy2 = 6. ik Ju Jv M\y\\ "^Jv 4y, JI Example 6.6.7 (Nevrton's potential of a ball). The Newton potential of set A e $(R^) is the function 0^ : R^ \ A ^^ R, defined by 1 r 1 (pAix) = ---- / -dy. ^^ J A \\x - y\\
6.6. Change of Variables Theorem: formulation and examples 449 Now assume A to be the closed ball about the origin, of radius R. In view of the rotation symmetry of A we may then assume x = (0, 0, a), with a = \\x\\ > R. Therefore (t>A(x) = -— / —= 4^ J\\y\\sR Jy2 + H + (ys - ay Now introduce cylindrical coordinates y = ^(r,a,y^) = (rcosa, rsina, y^) (see, for example. Exercise 3.6). Then detD^(r,a, y^) = r. Because of this determinant the resulting integrand in cylindrical coordinates is given by s/r^+iys-a)^' The antiderivative with respect to r of this function can then be readily obtained; hence the following. Because ||j||^ = r^ + yf < R^, for y e A, it follows that f/ := {y e R^ I llyll < R} = *(V), with V the solid half cylinder V := {(r, a, y^) ^R^ \-n <a <n, -R < y^ < R, 0 <r < J R'^ - j|}. On application of Theorem 6.4.5 this gives 1 r^ r^ fy/^^-yl r -<PaM =— III dr dy^ da An j_, j_R Jo yr2+(>-3-«)2 1 r^ = -/ (s/R^ + a^-lays-lys-aDdys ^ J —R = ^ \-^^(R2 + a^-2aysr-ays + ^ 4nR^ I vol (A) 1 V3 = i? y3,=-R 3 471 a An \\x\\' See Exercise 6.50.(viii) for the computation of the volume of the ball. Hence vol(yl) 1 An \\x\\ Newton's potential therefore behaves as if the total "mass" of the ball were concentrated at the origin. The fundamental ideas for this calculation are first found in the literature,' in geometrical form, in Proposition LXXIV in Newton's Principia 'See also: Z,iK/eivoo(i\Mi\ce//a«y, Cambridge University Press, 1986, p. 169.
450 Chapter 6. Integration Mathematica, London, 1687. In Exercise 7.68 one finds two other proofs of this result. In the Newtonian theory of gravitation the potential (p^ plays the following role. Consider a mass of unit density occupying the space of the solid A, that is, of total mass M = vol(A). Then the force F exerted by this mass M on a point mass m placed at a point x e R^ is given by mhd X Fix) = - grad m <Pa(x) = —-— -—-r. Thus we obtain Newton's law of gravitation: the mass M exerts on the point mass m an attractive force of magnitude inversely proportional to the square of the distance ||x|| between m and the center of gravity of M. (See Exercise 3.47.(i) for the relation between conservation of energy and the description of force as minus the gradient of potential energy.) Because of the minus sign in the formula for F, we have to consider negative potentials in order to get an attractive force law. Conversely, the potential at x equals the work done by the force F when we displace a unit mass from the point x to infinity; in particular, the potential equals 0 at infinity. In fact, in gravitation this work is independent of the path y taken. Writing y : / = [0, 1 ] —> R^ with y(0) = x and y(\) = oo, we obtain for this work the following line integral (see Section 8.1): {F(s),dis} :=- (gTad(<j)Aoy),Dy)(t)dt = - —{(t)Aoy){t)dt = 4>a(,x.). In the theory of electrostatics the forces between like charges are repulsive, as a consequence, in that discipline, potentials are not defined with a minus sign as in gravitation. ik Example 6.6.8 (Kepler's second law). The notation is that of Application 3.3.B. In particular f i-> x(^) is a C* curve in R^, J C R an open interval, V := ] 0, 1 [ x 7 C R^ xii -.V ^ P]\= *(V) C R^ defined by *(r, t) = rx(t). From Application 3.3.B we know that ^ : V —> P/ is a C* diffeomorphism for J suitably chosen, and that detD^(r, t) = r det(x(f) x'(t)). By means of the Change of Variables Theorem one finds (Pj) = dx = \det D<if(r,t)\drdt J^{V) Jv = f r f \det(x(t) x'(t))\dtdr = - /" |det(x(f) x'(t))\dt.
6.6. Change of Variables Theorem: formulation and examples 451 Now let k >2. Without loss of generality it may be assumed that 7 = ] 0, .s [. Then the following holds: the area of Pj is proportional to the length of J, (6.21) if and only if there exists a constant / e R such that, for all admissible s, |det(x(0 x'(t))\dt =ls. f The, permitted, calculation of the second derivative with respect to s of this identity gives, on account of the chain rule and Proposition 2.7.6, det(x'(f) x'(t)) + det(x(f) x"(t)) = det(x(0 x"(0) = 0. It follows that (6.21) is true if and only if x(s) and the acceleration x"(s) are linearly dependent vectors. In physical terms: the acceleration of a point particle orbiting in a plane is radial if and only if the particle obeys Kepler's second law. its radius vector sweeps out equal areas in equal times. ik Example 6.6.9 (Transport equation). The notation is that of Section 5.9. Let (^OreR be a one-parameter group of C^ diffeomorphisms of R" with associated tangent vector field i/r : R" ^^ R", let L e g(R"), and let / e C'(R"). Then the following transport equation holds: — f f(x)dx= f {Dfix)fix) +fix)divfix))dx. (6.22) Indeed, by continuity detD^'(j) > 0, for f e R and y e L. According to the Change of Variables Theorem 6.6.1, the Differentiation Theorem 2.10.4 and Formulae (5.22) and (5.31) we get d_ dt J >!/((£,) f fix) dx = ^ fifo vI/')(>') det Dvl/'OO dy = j^[Df(^-(yM(^-(y)) + (f o vI/')(>') divfi^'iy))) dct D^-(y)dy. And using the Change of Variables Theorem once again we obtain Formula (6.22). Finally, choose / = 1, and conclude that the following assertions are equivalent. (i) vol,, (*'(L)) = vol„(L), for all r e R and all sets L e $(R"). (ii) div^ = OonR". ik
452 Chapter 6. Integration 6.7 Partitions of unity We introduce an important technical tool. Recall Definition 1.8.16 of an open covering. Definition 6.7.1. Let K C R" be a subset and let 0 = {<?,• | z £ /} be an open covering of K. AC^ partition of unity on K subordinate to 0, where k e Nq, is a finite collection of functions Xj : R" —> R with 1 < J < / such that (i) Xj is a C^ function, for 1 < j < /; (ii) 0<Xj(x) < l,forx e R"; (iii) for every j there exists O S 0 such that supp(xj) C O; (iv) T,i<j<i. Xj(x) = 1, forx e K. O Example 6.7.2. Let the notation be like the one above. Assume in addition K is compact and Jordan measurable, and / : R" —> R is a given function. Further assume that each of the functions fxj '■ R" —> R, with 1 < J < /, is Riemann integrable over K (this may be regarded as local information). Then (lKf)(x) = U(X)/(X) J2 XjM = Yl ^K(x)(fXj)(x). But this yields (the global information) that / is Riemann integrable over K, while f f(x)dx= J2 f f(x)Xj(x)dx. t\ Theorem 6.7.3. For every compact set K C R" and every open covering 0 of K there exists a continuous partition of unity over K subordinate to 0. Before proving the theorem we introduce auxiliary functions that play a role in the proof. Assume a/ < a < b < b' and define the piecewise affine function / = fa\b',a,b :R^^ Rby /W = 0 X - a - 1 X - b- 0 -a' -a' -b' -b' (x < a'); (a' <x < a); (a <x < b); (b<x< b'); (b' < x). (6.23)
6.7. Partitions of unity 453 Then / is continuous on R. Let B and B' be rectangles in R", as in (6.1), such that BcB' and a'^ < aj < bj < b] (1 < ; < n). (6.24) Then / = fB', B : R" ^ R with f(x)= Yl fa'.,b'., aj, hj (Xj) (x € R") (6.25) is a continuous function such that 0</(x)<l (xeR"); supp(/) = B'; /(x) = 1 (x € B). (6.26) Proof. Because 0 is a covering of K, there exists, for every x e K, aset O £ 0 such that X e O; denote this set O by Ox- Since Ox is open in R", there exist rectangles Bx and B'^ that satisfy both (6.24) and X elx:= mt(Bx) CB'^cOx- (6.27) The collection {Ix \ x e K} forms an open covering of the compact set K. By the Heine-Borel Theorem 1.8.17 there exist finitely many points x,,..., X/ e K such that KC [J Ixj. (6.28) Now define, in the notation of (6.25), fj = /b'.,Bj, where B] = B'^,, Bj = B^, (1 < ; < /). Then the ■^l/j : R" —> R are continuous functions satisfying (see (6.26) and (6.27)), forx e Bj, 0<t/^j(x)<1 (xeR"); suppdrj) c B'j c O,/, t/^j(x) = 1. (6.29) Further, let X. = ^.; xj+i = (i-^.)(i-^2)---(i-^,)^j+. (1<;</-1). (6.30) It follows from (6.29) that the X\, ■ ■ ■, Xi satisfy the requirements (i)-(iii) for a partition of unity subordinate to 0. The relation I] X,-=1 - n (1 - ^'> (6-3i> is trivial for _/ = 1. If (6.31) is true for j < I, then summing (6.30) and (6.31) yields (6.31) for j + I. Consequently (6.31) is valid for j = I. If x e K, then by (6.28), (6.27) and (6.29) there exists an i such that T/f,(x) = 1; thus follows T,i<j<iXj(x) = i. □
454 Chapter 6. Integration Remark. After Formula (6.29) one might be tempted to finish the proof by setting Xj = ly—^~^- However, the zeros of the denominator then make it necessary to take additional measures. Illustration for the proof of Theorem 6.7.4 (a) g on [0, 1]; (b) g_2,-, on [-2, -1]; (c) /2_2,_i on [-2, -1]; (d) /2_2,2,-i,i on [-2, 2]. For clarity of display the scale in various graphs has been adjusted With a view to applications in a subsequent section we further formulate: Theorem 6.7.4. For every compact set K C R" and every open covering A of K there is a C^ partition of unity on K subordinate to A. Proof. The proof proceeds in a way analogous to that of Theorem 6.7.3, provided we may replace the function / in (6.23) by a C°° function. To verify this we add the following remarks. (a) The function g : R —> R defined by g{x) = 0 (X < 0); g{x) = e-''^ (x >0) is a C°° function; this is also true at x = 0, where all derivatives vanish. In fact, there exist polynomials pk such that g^''\x) = Pk(\)g(x), for x > 0. In particular, limj^^^o g^'^^x) = limy^ooPit(>')^~^ = 0- Iii turn, this implies g«(0)=0,foralljfceNo.
6.8. Approximation ofRiemann integrable functions 455 (b) Let a < b. The function ga/, : R —> R is a C°° function if ga,b(x) =g(x-a)g(b-x) (x e R). (c) The function /Iq^ /, : R —> R is a C°° function if ha,b{x)=i ga,h{y)dyI I ga,b{y)dy. while ha,b{x) = 0 {x <a); 0 < ha,b{x) < 1 {a < x <b)\ ha,b(x) = 1 (b <x). (d) Let a' < a < b < b' and define h = hgrh'aj, : R —> R by /2(x) = ha',a{x) h-y^ _/,(—x), for X £ R. Then /z is a C°° function, and one has /7,(x)=0 (x < fl'); 0 </j.(x) < 1 (fl'<x<fl); /7,(x) = 1 {a <x <b); 0 < /j.(x) < 1 (Z>< x < b'); h(x)=0 (b'<x). ^ 6.8 Approximation of Riemann integrable functions The techniques from the preceding section enable us to prove that Riemann integrable functions can be approximated, to arbitrary precision, by continuous functions. Lemma 6.8.1. Let K C R" be a compact subset. For ^ > 0, let K^ = [y ^ R" I there existsx e K with ||>' — x|| < ^ }. Then Ks is compact. IfUc R" is an open set with K C U, then S > 0 exists such that Kg CU. Proof. For every x e AT there exists ^(x) > 0 such that B{x; 2S(x)) C U, see Definition 1.2.1. Furthermore AT C [J^^[^ B{x; ^(x)). On account of Definition 1.8.16.(ii) there existxi,... ,xi e K with /: C IJ Bixj- S(xj)).
456 Chapter 6. Integration Let S = min{ ^(xj) | 1 < 7 < /} > 0, and let y e Ks. Then there is an x e K with \\y ~ ^W < ^. and also 1 < 7 < / withx e B{xj; S(xj)). Consequently \\y-xj\\ < \\y-x\\ + \\x-xj\\ < S(xj) + S(xj) = 2S(xj). This gives y e B(xj; 2S(xj)) C f/; and hence Kg CU. □ Theorem 6.8.2. Let f : R" —> R Z>e a bounded function with compact support. (i) r/zen / is Riemann integrable if and only if for every e > 0 there exist functions g^, g+ e Cc(R"). the space of continuous functions with compact support, such that g-< f < g+ and / {g+{x) - g_(x)) dx < e. And in this case one also has I f(x)dx— I g±(x)dx < e. (ii) Let U C R" be an open subset and assume supp(/) C U. If f is Riemann integrable, the functions g_ and g+ may then be chosen such that supp(g_) and supp(g+) C U. Proof, (i). Consider first an arbitrary rectangle B C R" and let e > 0 be arbitrary. By choosing a somewhat larger rectangle B' with B C B' and using the function fs', B from (6.25), we can see that there exists a g+ e Cc(R") with Ib <g+. Be swpp(g+) = B', / g+(x) dx - vol„(B) < -. Interchanging the roles of B and B' we obtain ag_ s Cc (R") with similar properties. One finds g- <Ib < g+, supp(g_) C B C supp(g+) C B', / ig+(x)- g-(x))dx < e. Now assume / to be Riemann integrable and let B C R" be a rectangle with supp(/) C B. According to Proposition 6.2.5 there exists a partition £ of B with Y] ( sup / vol,, (Bi) - inf / vol,,(Bi)) < e. (6.32)
6.9. Proof of Change of Variables Theorem 457 In consideration of the equality f = f_^_ — /_ from Theorem 6.2.8.(iii) we may then assume that / > 0. With e suitably chosen, apply the argument above to the functions 1 b, , and multiply the g^^ and g^^ thus found by inf g,. / and sup^. /, respectively. Assertion (i) follows with supp(g_) C supp(g+) C y Bi. (ii). According to the preceding lemma, there exists ^ > 0 such that suppC/)^ C U. We may assume that diameter(B,') < S, for i e /, for which possibly <S in (6.32) must be refined. But then B'j n supp(/) ^ 0 implies Bi C U; this proves the assertion. □ 6.9 Proof of Change of Variables Theorem The proof proceeds in five steps. In Step II we show that for every y° e V the restriction of the diffeomorphism ^ to a suitably chosen open neighborhood V (y°) of y° in V can be written as a composition of "simpler" diffeomorphisms that essentially behave like diffeomorphisms in one variable. The proof relies on the Implicit Function Theorem 3.5.1. Indeed, this is an important reason for developing the theory of this theorem prior to the theory of integration in R". In Step EI we prove that the theorem follows if it is known to hold, for all y° e V, for functions / with supports contained in the open sets ^{V(y°)) in U. An essential element in this proof is the theory from Section 6.7 concerning compact sets and partitions of unity. In Step IV we show that the theorem is true for the composition of two diffeomorphisms if we already have it for the individual diffeomorphisms. In Step V the theorem is proved for the "simpler" diffeomorphisms by means of the Change of Variables Theorem for R. Because the Change of Variables Theorem for R usually is proved under the assumption that / is continuous, we prove in Step I that the theorem is generally valid if it holds for continuous functions / with supp(/) C U. Other proofs. The Change of Variables Theorem 6.6.1 can also be proved without recourse to the Implicit Function Theorem 3.5.1 as in Step II. Since it is of independent interest we give such a proof, called the second, in Appendix 6.13 to this chapter. As a consequence Chapter 6 can be studied independently from Chapters 3 through 5, which might appeal to readers who prefer to make an early start with the theory of integration. Which proof one prefers is mainly a matter of taste or prerequisites. By way of justification of the procedure followed in this section it may be remarked that the second proof uses the linear version of the decomposition from Step II, as well as Steps I and IV. Furthermore, localization as in Step IE is an extremely useful technique in analysis. The appendix contains one more proof, called the third; it might be slightly surprising yet it is quite efficient.
458 Chapter 6. Integration Step I (Reduction to continuous /). Let / be a Riemann integrable function with supp(/) C U. By Theorem 6.8.2.(ii) there exist, for every e > 0, continuous functions g_, g_^ on R" such that supp(g_), supp(g+) CU; g-< f <g+; / {g+M - g-.(x))dx < e. Ju Therefore (g_ o*) | det D*| < (/o*) | det D*| < (g+ o *) | det D*| on V; and so j (g-oyiJ)(y)\ det D^(y)\ dy < j (g-oyiJ)(y)\ det D^(y)\dy< / (f o ^iJ)(y)\ det D^(y)\dy V < f (f oyiJ)(y)\ det D^(y)\dy< f (g+oyiJ)(y)\ det D^(y)\dy. J V Jv Under the assumption that the theorem is true for / replaced by the continuous functions g_, g+ with supports in U, the first and last terms equal /^ g-(x) dx and /y g+{x) dx, respectively; but these numbers differ by less than e, and moreover their difference from /^ f(x)dx is smaller than e. Ergo, the upper and lower Riemann integrals of (/ o ^) | det D^\ over V differ by less than e, and therefore their difference from y^/(x)rfx is smallerthane. Since this is true for every e > 0, it follows that (/o^) | det D^\ is Riemann integrable over V, with Riemann integral f^f(x)dx. Next, assume that conversely g := (f o ^) |detD^| is Riemann integrable over V. One has (/ o ^)(y) = g(y)\ det D^(y)r (y € V); that is, for x e U, fix) = (g o ^-')(x)\detD^i^-\x))\-' = (g o^-')(x)\detD^-'(x)\, because the chain rule gives detD^(^"''(x)) detD^~^(x) = 1. Applying the preceding argument, with / replaced by g and ^ by ^~^, we conclude that / is Riemann integrable over U. Step II (Reduction to the case of dimension one). Let us write ^(y) = (*,(>'),..., *„(>'))inR". For the moment let y" e Vbe fixed. Because ^^(y") e Aut(R"), there exists an index I < j < n such that Dj^„(j°) ^ 0. One may assume j = n, that is, D„^„(j°) ^ 0, which may require prior permutation of the coordinates of y. By virtue of the Implicit Function Theorem 3.5.1 this means that the equation for y,,, *«(>'i, •••,>'«) =-^H, (6.33) with the >'!,..., y„-uXn as parameters (near (yj",..., j°_j, <i/„(y°,..., y°))), can be solved near y°. Denote the solution by y„ = 4>,>(>'i,..., >'«-! ,Xn); (6.34)
6.9. Proof of Change of Variables Theorem 459 it is C'-dependent on yi,..., y„-\, x„. But this implies that the C^ mapping S„ defined in an open neighborhood of y° in V by SnCy) = (yi, . . . , y„-i, "^niy)) = (yi, . . . , y,,-!, X„), is invertible on its image, with C' inverse R R yn 1 (yu k • ••. y„- "^niyi -^W-' 0'i,---,>'«-iJt' n-1 (6.35) Illustration for Formula (6.35) S„ (yi,..., yn-i,x„) = iyi,..., y„-i,(p„iyu ..., y„-i,x„)). (6.36) Consequently, 3„ is a (locally defined) C' diffeomorphism leaving the first n — 1 coordinates invariant. In addition we have, on account of (6.36), (6.33) and (6.34), ((* o 3,7')(>',,..., y,,-!, x„))„ = ^„(yi,..., y„^i, (p„(yi,..., y„-i,x„)) = x,„ while, for 1 < y < n — 1, ((* o a~^)(yi,...,y„-\,x„))j = <i/j(yi,...,yn^i,(t>„(y\,...,yn-\,Xn)). That is, ^ o 3,7^ leaves the n-th coordinate invariant and acts like a C' diffeomorphism (C'-dependent on x„) on the first n — 1 coordinates. Finally, in an open neighborhood of y° in V, vl/ = (vl/ o 3,7') o 3„. Once more applying, mutatis mutandis, the foregoing procedure to ^ o 37', we finally obtain that the restriction of the diffeomorphism ^ to a suitably chosen open neighborhood V(y°) of y° in V can be written as a composition of finitely many diffeomorphisms of a form similar to that in (6.35), save permutation of the coordinates.
460 Chapter 6. Integration Step m (Localization). Let K = supp(/) C U. Then if is a compact set. We now demonstrate that the Change of Variables Theorem holds if for every x e K it is possible to find a bounded open neighborhood 0^- of x in f/ such that the theorem holds for continuous functions / additionally satisfying supp(/) c 0,. (6.37) Indeed, the collection 0 = {Ox \ x e if} is an open covering of K. On account of Theorem 6.7.3 there exists a continuous partition Xi. • • •. X/ of unity on K subordinate to 0. Consequently, for every 1 < y < / there is an x e K such that supp(xj /) C supp(xj) C Ox', that is, Xj f satisfies (6.37). Because Xj is continuous, Xj f is continuous. It follows that f (Xj f)Mdx = f (Xj f)(^(y)) I det D^(y)\ dy. Ju Jv Hence f TxM)f(^)dx = I Txji'^iy))m{y))\A^^D^{y)\dy. Ju " Jv j But this leads to the desired conclusion, because ^ ■ Xji^) = 1, for x e K = supp(/). Step rV (Composition). If the Change of Variables Theorem holds for a C' diffeomorphism ^ : V —> f/ and for a C' diffeomorphism 3 : W —> V, then it also holds for the composition ^ o 3 : W —> f/. Indeed, the chain rule gives detD(vI/ o a)(z) = det(DvI/(3(z)) o DE(z)) = det D^(a(z)) det Da(z). Therefore f fi^ o Siz))\ det Di^o'B)iz)\dz Jw = f (f oyiJ)(S(z))\det DHS(z))\\ detDE(z)\dz Jw = f (f oyiJ)(y)\ det D^(y)\dy= f f(x)dx. Jv Ju Step V (Case of dimension one). The Change of Variables Theorem holds if ^ has the special form (compare (6.35)) 'i^(y) = {yi,...,y„-i,i^(y)).
6.10. Absolute Riemann integrability where i/f is a C' mapping. Indeed, 461 D^iy) = ( 1 0 0 ^nfiy) 7 implies detD^Cy) = D„'tl/(y) ^ 0. Therefore y,, i-> i^iyi,. ■., yn) may be assumed strictly monotonically decreasing or increasing. Using Corollary 6.4.3 one then finds f (f o vl/)(3;)| det D^(y)\ dy = f f(y,,..., >-„_:, t(y)) \D„t(y)\ dy Jv Jv -f-if fiyi,..., 3?„_i, fiyi,..., y,,)) \D„i/(yi,..., y„)\ dy„ 0 In view of the monotony we may remove the absolute signs in the integrand and account for them in the integration limits for the integral with respect to y„. To the last term we may subsequently apply the Change of Variables Theorem on R, which leads to j (f o vl/)(3;)| det D^(y)\ dy = f ■' (f /()'.. • • •. ^«)^^«) '' • ^3'. = / f(x)dx. 6.10 Absolute Riemann integrability The proof of the Change of Variables Theorem as it stands assumes that the integrand / is bounded and vanishes outside a compact set. In applications one is often interested in functions / like f(x) = log ||x ||, for 0 < ||x|| < 1, or f(x) = e^H^H", for X e R"; that is, an / which either is itself unbounded or has an unbounded domain. For such functions Corollary 6.10.7 below is of importance. Definition 6.10.1. Let U C R" be open and let / : f/ —> R. The function / is said to be locally Riemann integrable in U if for every x e f/ there exists a rectangle B C U such that x e int(B) and / is Riemann integrable over B. O Lenrnia 6.10.2. Let U C R" be open and let / : f/ —> R. The following assertions are equivalent.
462 Chapter 6. Integration (i) The function f is locally Riemann integrable in U. (ii) For every function x ^ CcCR") with supp(x) C U the function x f i^ Riemann integrable over U. Proof, (ii) ^ (i) follows by choosing a suitable rectangle B C U and subsequently approximating 1^ by functions x ^ CcCR"). using Theorem 6.8.2.(ii). (i) ^ (ii). Choose x ^ CcCR") with supp(x) C U. For every x e supp(x) there exists a rectangle Bx C U with x e mt(Bx) and / Riemann integrable over Bx. Applying Theorem 6.7.3 to the compact set supp(x) and the open covering {int(B,.) I X e supp(x) },wefindxj € Cc(R") where 1 < 7 < /, with the following properties. On supp(x) one has ^Xj = 1> ^nd for every index j there exists an X e supp(x) with suppCx;) C int(B;,). Hence follows XjXf = (XjX)(^B,f)- By means of Corollary 6.3.7 and Theorem 6.2.8.(iv) one concludes that XjXf is Riemann integrable over U. But then xf = 5Zv XjXf is also Riemann integrable over U. □ Lemma 6.10.2 immediately has the following consequence. Lemma 6.10.3. Let U C R" be open and let / : f/ —> R. Then, with f = fj^ — /_ as in Theorem 6.2.8. (Hi), we have the following properties. (i) / is locally Riemann integrable if and only if f+ and /_ are locally Riemann integrable. (ii) If f is continuous then f is locally Riemann integrable. (iii) Iff is locally Riemann integrable then f is integrable over every K e $(U). (iv) The collection of functions that are locally Riemann integrable over U forms a linear space. In preparation for a new definition we formulate the following: Proposition 6.10.4. Let A C R" be bounded and let f \ A ^ VL be bounded and Riemann integrable over A. Then, with f = f^ — /_ as in Theorem 6.2.8.(iii), I f(x)dx= sup / f_^.(x)dx— sup / f^(x)dx. J A ' K^${A) Jk Ke$iA) Jk ' Proof. In view of Theorem 6.2.8.(iii) it is sufficient to consider /+ and /_ separately, hence we may assume / > 0. Suppose that B is an n-dimensional rectangle with A C B and that e > 0. Consider a partition S = {B-, \ i € 1} of B with
6.10. Absolute Riemann integrability 463 S(/, S) - S(/, S) < e. Next let /' = {/ e / | B-, C A}, then K := U,-g// 5,- e ${A). Since Bj<^A implies inf^,. / = 0, we find 5(/, S) = S(/, S') < /" /(x)^x < S(/, S') < S(/, S). Jk On the other hand, we have the same inequalities with jj^ f(x)dx replaced by Ia f(^) ^^- Accordingly / fix)dx-€< / fix)dx< / fix)dx. □ J A Jk J a Definition 6.10.5. Let U C R" be open and let f : U ^ R. The function / is said to be absolutely Riemann integrable over U if / is locally Riemann integrable in U and if sup / \f{x)\dx<oo. k^${U)Jk Since 0 < /± < |/| = /+ + /-, we have that /+ and /_ are absolutely Riemann integrable if and only if / is so. For / absolutely Riemann integrable over U, we define / f(x)dx= sup / f_^.(x)dx— sup / f^(x)dx. O Ju ' K^${U) Jk ' K^${U) Jk Proposition 6.10.4 shows that Definition 6.10.5 and Definition 6.3.1 agree for functions for which both definitions apply. The collection of functions that are absolutely Riemann integrable over U forms a linear space, but, in contrast with Theorem 6.2.8.(iv), it is not closed under pointwise multiplication of functions. For example, the function x i-> 4= is absolutely Riemann integrable over ] 0, 1 [, V-V whereas x i-> (4=) = - is not. Let U C R" be open. In the following theorem we will consider sequences {Kk)k^^ in SiU) with [JKk = U, KkCmi{Kk+^) (/: e N). (6.38) First we show how to construct such sequences. Define C, = {X e f/ I ||x|| < /:, ||x - yll > I as >- ^ f/ } (k € N). k Then Ck is a compact subset of U on account of the Heine-Borel Theorem 1.8.17, while Ck C Ck+\. To show that {C^ | A; e N} is a covering of f/, let x e f/ be arbitrary. Since U is open, we have inf{ ||x — yH | y ^ f/ }>0; hence there exists A; e N with X ^ Ck. Next, we note that the set Vk+i = {x^U\ \\x\\ <k+\, \\x-y\\ >^as>-^f/} (/: e N)
464 Chapter 6. Integration is open. Since Ck C Vk+\ C Ck+i, it follows that Ck C mt(Ck+i)- The sets Ck are not quite the sets we want, since they may not be Jordan measurable. We construct the sets Kk as follows. For each x e Ck choose a rectangle that is centered at x and is contained in mt(Ck+\). The interiors of these rectangles cover the compact set Ck', choose finitely many of them whose interiors cover Ck and let their union be Kk. Since Kk is a finite union of rectangles, it belongs to $(U). Then Ck C mt(Kk) C Kk C mt(Ck+i)- Then (Kk)keN satisfies the conditions in (6.38). Next we give a useful criterion for the absolute Riemann integrability of a continuous function over an open set. Theorem 6.10.6. Let U C R" be open and let f : U ^>- R be continuous. Suppose (Kk)keN i^ (^^ in (6.38). Then the following are equivalent. (i) / is absolutely Riemann integrable over U. (ii) ( /jj. |/(-^)| dx)i;^f^ is a bounded sequence in R. If one of these conditions is satisfied, we have that ( f^^ \f(-x)\ (ix)^g[^ is monoton- ically nondecreasing and lim / f(x)dx= / f(x)dx. (6.39) Proof, (i) ^ (ii). Since / is absolutely Riemann integrable over U if and only /_ and /+ are so, we may assume that / > 0. Obviously (ii) follows, since for every jfceN, / f(x)dx < sup / f(x)dx = I f(x)dx. JK^ K^${U) JK Ju (ii) ^ (i). Let K e ^ (f/) be arbitrary, then K is covered by the increasing collection of open sets {mi{Kk) \ k £ N}; hence, being compact, by finitely many of them, and therefore by one of them, say int(ArAr). Accordingly / f(x)dx< / f(x)dx< lim / f(x)dx. Jk ' Jkn ' ''^°° Jki, It follows that / is absolutely Riemann integrable over U and that / f(x)dx= sup / f(x)dx< lim / f(x)dx. Ju ' Ke$iU) Jk ' ''^°° Jk,, Finally, we prove Formula (6.39). We have lim / f(x)dx < sup / f(x)dx = I f(x)dx, I'^°°Jk,, k^${U)Jk' Ju' and the conjunction of the last two formulae proves the identity. □
6.10. Absolute Riemann integrability 465 Corollary 6.10.7. Assume U and V to be open subsets ofR" and let^ : V ^>- U be a C' dijfeomorphism. Let f : U ^ Vibe a function. Then f is absolutely Riemann integrable over U if and only if the function (f o ^) | det D^\is absolutely Riemann integrable over V. If either of these conditions is met, then I f(x)dx= f(foyiJ)(y)\dctD^(y)\dy. Ju Jv Proof. As follows from the preceding theorem and construction, we may approximate / by Riemann integrable functions with compact supports. Then apply the Change of Variables Theorem 6.6.1 to these functions. □ Example 6.10.8 (/r^-'' dx = ^ = 1.772453 850905516 •• • ). (See also Exercises 2.73, 6.15, 6.41 and 6.50.(i)). The function f(x) = e^U^U" is continuous on R^, and therefore / is locally Riemann integrable in R^. Define B(R) = {x e R^ I lUII < ^ }. for R > 0. Using polar coordinates x = r(cosa;, sina) one finds, for all R>0, I f(x)dx= I I re '' dr da = 271 Jb(R) J-71 Jo .-" R = 77:(1 - e~^^) < 71. >Bm . „.„ L JO (6.40) Let K e ^(R^), then there exists a number R > 0 such that K C B(R). Because / is a positive function it follows that / f(x)dx < I f(x)dx<7z; JK Jb(R) that is, / is absolutely Riemann integrable over R^. On account of Corollary 6.4.3 one also has, for every i? > 0, (j e-''~dxy=(f e-''dxMf £-^2^x2)=/" e-^^'+'^-^dx, where C(R) = [-R, R] x [-R, R]. We have B(R) C C(R) C B{R-JT), and by (6.40) therefore -""l < I fix) JC(R) 7z(l - e-"') < / fix) dx < 7zil - e-"-"'); IciR) ' from which ( e^""'dx) = lim / fix)dx = 7i. i^
466 Chapter 6. Integration Remark. For a function / on R we have the notion of improper Riemann inte- grability. This concept is of particular importance if / is Riemann integrable over R, while I/I is not. An example of this was given in Example 2.10.11. Absolute Riemann integrability is a more stringent condition on a function / on R", in that integrability of |/| is required. Accordingly, cancellations due to oscillatory behavior are not taken into account. For the Riemann integral in R", with n > 1, there is no useful analog of the concept of improper Riemann integrability. This is related to the fact that an unbounded set in R", with n > 1, can be approximated from within by compact sets in many different ways. 6.11 Application of integration: Fourier transformation We will show that there exists an ample class of functions that can be written as a continuous superpositions of periodic functions of a simple type, see Formula (6.43). We recall the notation from Formula (2.24). In particular we have, for a vector X = (xi,..., x„) e R" and a multi-index a = (ai,..., an) £ NJj, x" =x"^'---x"„", \a\=ai + --- + a„, D" = D^'• •-D"". (6.41) Definition 6.11.1. We define the space -5(R") of Schwartz functions on R" as the linear space of all C°° functions / : R" —> C such that, for all multi-indices a, sup{ \x^(D"f)(x)\ I X e R" } < oo. O Note that if / e -5(R"). then • ^/ : x i-> x^fix) and D"/ are also functions in -5(R")- Furthermore, for every / e -5(R") there exists a constant c > 0 such that, for all X e R", |/(x)| < c(l + ||x||)-("+'); and therefore also, with § e R" arbitrary, |e-'(^''^>/(x)| < c(l + ||x||)-("+^^ Consequently, the integrand in the following definition is absolutely Riemann integrable over R". Definition 6.11.2. For every / e -5(R'^) we define the Fourier transform f of f as the function / : R" —> C with /c ;?)= f e-'^'-^^f{x)dx. O
6.11. Fourier transformation 467 Theorem 6.113. (i) The Fourier transformation f \-^ f is an endomorphism of -5(R")- For every multi-index a e NJj and^ e R" (ii) CDV)(?) = (i^rm, (iii) cv)(?) = (iDrm. Proof, (iii). Note that \(iD^)"ie-"^'''^^f(x))\ = |x"e-'<^'^>/(x)| < |x"/(x)| (x e R"), while •"/ again belongs to -5(R"). Therefore assertion (iii) follows from the Differentiation Theorem 2.10.13, or rather, from its direct extension to the case of integration over R". (See Exercise 6.82 for a direct proof of assertion (iii).) (ii). Since for ;6 £ N^ (2?)^e-'(^-^> = (-D,)^e-'(^-^>), we find from assertion (iii), by integration by parts, (i^fdiDrm) = f (-D,)^e-'<^'^>)x"/(x)rfx = f e-'(^'^>D^(x"/(x))^x. (6.42) < oo; Note that this is allowed, and that the boundary terms have vanishing limits, because / e ■S(R'"). In particular, assertion (ii) follows from (6.42), by taking a = 0 £ Ng. Finally we have, for all § e R", \^^(D"m)\< f \D^(x''f(x))\dx Jr" which proves / e -5(R")- Example 6.11.4. If g(x) = e-jH^H", then f = {InY^'^g (see Exercise 6.83 for a different proof). Indeed, we have (Djg)(x) = —Xjg(x), for 1 < y < n. Therefore, by (ii) and (iii) from the preceding theorem —^j'g'i^) = (Dj'g)(^), for 1 < j < n. Solving this system of differential equations we obtain J"(§) = ce^j"^"", with constant c ^ 0. Then, by Example 6.10.8, c = f (0) = / g(x) dx= I e-ill-^ll" dx = (27z)i. i^ ^R" ^R"
468 Chapter 6. Integration Example 6.11.5 (Convolution). For /, g e -5(R'") we define the convolution f*g:R"^Chy f * gi-x) = / fi-x - y)g(y)dy. Jr" Note that, for all x.y e R"onehas|/(x—)')g()')| < \g(y)\ sup |/|; and this implies that the integrand is absolutely Riemann integrable over R". In fact, /*g e -5(R^'); for the proof see Exercise 6.85. Moreover f*g = fg- This can be proved by noting that in the following integrals the order of integration may be interchanged. (7>7)(?) = I e~'^'-'^^ f f(x-y)g(y)dydx Jr" Jr" = f g(y) f e-'^''^^f{x-y)dxdy JR" JR" = f g(y) f e-'^'+y-^^f{x)dxdy JR" JR" = f e-'^y'^^g(y)dy f e''^^'^^f{x)dx = m^)- tV Theorem 6.11.6 (Fourier Inversion Theorem). The Fourier transformation is an automorphism of-$(VL'"). The inverse of Fourier transformation is given by fix) = (In)-" f e'^''^^n^)d^ if e S(R''), x € R"). (6.43) ^R" Proof. First we verify Formula (6.43) for x = 0, that is, we prove f(0) = (27zr" f md^. (6.44) JR" As a starting assumption about / e -5(R") let /(O) = 0, then f(x) = j -^{tx)dt= Y, ""jf Djf(tx)dt=: J2 ^Jgji^)' l<j<n l<j<n where 'gj e C°°(R") for 1 < j <n. Now use (6.26) combined with (d) in the proof of Theorem 6.7.4 to find a C°° function x with compact support such that x = 1 in a neighborhood of 0. Then we have gj e -5(R") for 1 < j < n, if we take gji^) = (gjx)(x) + Tf^(/(i - x))M (X € R");
6.11. Fourier transformation 469 and furthermore f(x) = Y^ Xjgj(x). Using (iii) from the preceding theorem one obtains / = / X!,^ j^,, Dj'gj. On the strength of Corollary 6.4.3, the Fundamental Theorem of Integral Calculus 2.10.1, applied to Xj i-> Dj'g'j(x), and the fact that gj e -^CR"^), it then follows that /. /(?)rf?=0. (6.45) This proves (6.44) if /(O) = 0. Now let / e 4(R") be arbitrary; set h := / - fiO)g, with g as in Example 6.11.4. One then has h e -5(R™), hiO) = 0 and h = f — /(O)J". Thus, according to (6.45), 0= /" md^= f md^-f(o) f t(^)d^. Jr" Jr" Jr" Furthermore, f fi^) d^ = (2n)i f £-211^11'rfx = (277:)". ^R" ^R" Therefore (6.43) holds for x = 0. The formula follows for arbitrary x° e R" by replacing the function / by /° : x i-> f(x +x°) in (6.44). Indeed 75(^)= f e-'<^-^>/(x+x°)rfx= f e-'(^-^°'^>/(x)^x=e'(^°'^>/(§). □ ^R" ^R" Remark. The Inversion Formula (6.43) tells us that a Schwartz function / on R" can be written as a superposition over the different/re^Menc/e^ § e R" of the plane waves X i-> e'(^'^> in R", where /(§) determines the amplitude of the wave of frequency §. The plane waves are characterized by the fact that they are exactly the bounded eigenfunctions for the differential operator D, that is, if / e C^(R", C) satisfies the eigenvalue equation Df(x) = A. f(x) with A. e C", and if / is a bounded function, then X = i^ with § e R", and f(x) = /(0)e''<*'^'. The arbitrary function in -5(R™) can therefore be written as a superposition of bounded eigenfunctions for the differential operator D acting on C'(R", C). The formula (5^ oDo5^-^)/(§) = (i §)/(§) shows that the differential operator D acting on S (R") can be diagonalized by conjugation with the Fourier transformation 3^, and that the action in S (R™) of the operator obtained by conjugation is that of multiplication by / and by the coordinate Example 6.11.7. The heat equation (see Example 7.9.5 for more details) for a function m : R" x R —> R, assumed to be differentiable sufficiently many times, reads Dru(x, t) = k A^uix, t) (jfc > 0, X e R", t e R), (6.46)
470 Chapter 6. Integration where A,- is the Laplace operator or Laplacian, A. = A = 5; Dj. This is an example of a partial differential equation, relating different partial derivatives of u. We want to solve the initial value problem for this equation, that is, we look for solutions u of (6.46) satisfying the following additional condition, for ^ = 0: u(x,0) = f(x) (xeR"), (6.47) where / is a given function. We are going to apply a Fourier transformation to the function x i-> u(x, t); therefore we assume that «(., t) e SiR"), for all r e R, and that / e -5(R"). Define u{^j)=j e~'^'''^'>u(x,t)dx. Jr" Assuming that on the right-hand side differentiation under the integral sign is allowed, we obtain from (6.46) and (6.47), using Theorem 6.11.3.(ii), D,u(^, t) = -m f"(?, t), u(^, 0) = m (? e R", r e R). The function t h> £?(§, t) therefore satisfies a first-order ordinary differential equation, with the solution Application of Example 6.11.4 yields £-'*"'= |J(?), with g,(x) = (471 ktyie-^. (6.48) On account of Example 6.11.5 we therefore have "(?, t) = mtri^) = (/^)(?). It then follows from the Inversion Theorem that u(x, t) = if * g,)ix) = / fix - y)g,iy) dy Jr" = i47zktyi / fix - y)e~'^ dy = n~i / fix - 2-v47>')e~"^"' dy. JR" JR" (6.49) Because the calculation above makes several assumptions about the function u, it has to be checked that the u from Formula (6.49) does indeed satisfy (6.46) and (6.47). For this the reader is referred to Exercise 6.92. Finally, assume K C R" to be a bounded set with the property supp(/) C K, and / to be nontrivial with / > 0 on R". But for every x e R" and all t e R_|_ there exists y e R" such thatx — iVkty e supp(/); and this implies fix — iVkty) > 0. It follows, for all x e R" and t e R_|_, that m(x, t) > 0; that is, the solution u has infinite speed of propagation. ik
6.12. Dominated convergence All 6.12 Dominated convergence From analysis on R we recall the result that integration and taking a limit may be interchanged for a sequence of functions that converges unifonnly on a closed interval in R. We now prove that this interchange is also permitted if the sequence of functions is boundedly convergent, that is, if it is pointwise convergent and uniformly bounded. The construction in the proof of Theorem 6.12.2 below leads to functions whose Riemann integrability is not guaranteed. This explains why we encounter J, the lower Riemann integral from Definition 6.2.3, in the next proposition. Proposition 6.12.1. Let K e ^(R") and let (fk)keN be a sequence of functions on K. Assume that the following properties hold. (i) /i is bounded, and lim^^^oo fk{x) = O,for every x e K. (ii) (fk)keN is monotonically decreasing, that is, fk+i{x) < fk(x), for all k e N andx e K. Then one has im / fk(x)dx = 0. lim Proof. Select e > 0 arbitrarily. By applying Theorem 6.8.2.(i) to the step function corresponding to a suitable lower sum of _/>, we can find a sequence (gk)ksfi of continuous functions on K such that gk < fk and j fk(x) dx< j gk(x)dx + ^ (k€ N). Note that the inequality above remains valid if gj^ is replaced by {gk)+, hence we may assume that 0 < gk- Now introduce the sequence (hk)keN of functions on K by hi = gi and hk = mm(gk, hk-i). Then every hk is a continuous function on K (in fact, min(/, g) = ^(/+g —|/ —g|),forany twofunctions/andg). The sequence is monotonically decreasing and satisfies lim^^^oo hk{x) = 0 for all x e K, since 0 < hk < gk < fk- The identity — min(/, g) = max(—/, —g), which is valid for any two functions / and g, implies fk -hk = fk - minfe, h^^i) = max(/t - g^, fk - /Jat-i) < fk- gk + fk - hk-i < fk -gk + fk-i - hk-i. Accordingly, one proves by mathematical induction over A; e N fk-hk< Yl^fj~^J^' ^° / fk(^)^^^ / hk(x)dx+ Y^ TJ+T-
472 Chapter 6. Integration As the sequence (hk)^^^^ satisfies the conditions of Dini's Theorem 1.8.19 it converges uniformly on K to the function 0. Therefore we can find k^ sN such that for all k >kowe have / hk(x)dx < ^; hence 0 < / fk(x)dx <^+ Yl TTm < ^- ^ Theorem 6.12.2. Let K e ^(R"), and let the functions f and fk, for k s'N, be Riemann integrable over K. Assume that the following properties hold. (i) For every x e K one has lim^^^oo fk(x) = f(x). (ii) There exists a number m > 0 such that \fk(x)\ < m, for every x e K and jfceN. Then lim / fk(x)dx= I f(x)dx. I'^°°Jk Jk' Proof. The functions fk — f are Riemann integrable over K and have pointwise limit 0; consequently there is no loss of generality in assuming / = 0. In addition, by Theorem 6.2.8.(iii) we may assume that _/> > 0. For each A; e N set gj; = sup{ fk+i I y e No}. (Note that the gk are not automatically Riemann integrable.) Obviously, the sequence {gk)kej^ satisfies the conditions in Proposition 6.12.1, and therefore 0 < lim / fk(x)dx< lim / gk(x)dx = 0. □ The generalization of the last theorem to the case of absolutely Riemann integrable functions is the following: Theorem 6.12.3 (Arzela's Dominated Convergence Theorem). Let U be an open set in R", and assume f and fk'.U^ R, for k e N, to be absolutely Riemann integrable functions over U. Suppose that we have the following. (i) limk^oo fk(x) = f(x), for every X e U. (ii) There exists a function g : t/ —> R that is bounded on U and absolutely Riemann integrable over U such that \fk(x)\ < g(x), for all k e N and x€U. Then k^ lim / fj^{x)dx= I f(x)dx.
6.12. Dominated convergence 473 Proof. Let e > 0 be arbitrary. Apply Theorem 6.10.6 with |/| and g, to find a set K e |(f/) such that /" \f{x)\dx<\, f \Mx)\dx<f g(x)dx<^- (ks-N), Ju\K J Ju\K Ju\K J respectively. According to the preceding theorem there exists Icq sN such that for k > ko, / fix)dx - / fk{x)dx\ \Ju Ju I = [ if(x) - fk(x)) dx+ f fix) dx- f fkix) dx \Jk Ju\k Ju\k < I f {fix) - Mx))dx\ + I \fix)\ dx+ f \Mx)\ dx \Jk I Ju\K Ju\K € € € By way of application of this result we now give a version of the Differentiation Theorem 2.10.13 in the case of integration over (unbounded) sets in R^. Theorem 6.12.4 (Differentiation Theorem). Let U C R" and V C R'' be open subsets, and let f : U x V ^>- Rbe a function with the following properties. (i) For every x e U, the function t i-> f(x, t) is absolutely Riemann integrable over V. (ii) The total derivative Di/ : f/ x V —> Lin(R", R) with respect to the variable in U exists and, for every x e U, the mapping t h> Di f(x, t) is absolutely Riemann integrable over V (here the integration is by components). (iii) There exists a function g : V —> [0, oo [ which is bounded on V and absolutely Riemann integrable over V, such that \\Dif(x, OIIeuci — SiO^f^^f <^ll {x, t)eU X V. Then F : f/ —> R, given by F(x) = fy f(x, t)dt, is a differentiable mapping satisfying DiF(x) = / Dif{x,t)dt {x e U). Jv Proof. Let a e U and suppose (hk)keN is a sequence of arbitrary vectors in R" converging to 0. The derivative of the mapping: R —> R with s i-> f(a + shk, t)
474 Chapter 6. Integration is given by ^ i-> Dif(a + shk, t) hk', hence we have, according to the Fundamental Theorem 2.10.1, a + hk, t) - f(a, t) = I Di f(a + shk, t) ds hk. Ja /c Furthermore, as a function of ^ the right-hand side is absolutely Riemann integrable over V. Therefore Fia + hk)-Fia) = i (f(a + hk,t) - f(a,t))dt Jv V 1 Jv Jo Dif(a + shk, t)dsdt hk =: ^{a + hk)hk. where <p : U ^ Lin(R", R). Applying the Dominated Convergence Theorem twice with the mappings t i-> Dif(a + shk, ^). which converge pointwise to t h> Dif(a, t) for k —> oo, we obtain lim(p(a+hk)= I I limDif(a+shk,t)dsdt= I Dif(a,t)dt = (p(a). k^cxi Jy Jq k^oo Jy On the strength of Lemma 1.3.3 and Hadamard's Lemma 2.2.7 this implies the differentiability of F at a, with derivative /^ Di f(a, t) dt. □ We will extend Corollary 6.4.3 on changing the order of integration to continuous functions / : f/ —> R that are absolutely Riemann integrable over the open set U C R^+''. Example 6.12.5. Consider / : R^ ^^ R given by /(y, z) = e'^ '"-'". In view of Example 6.10.8 / f(y,z)dz= , / / f(y,z)dzdy = ^ dy < oo, JR V^ + y -^R-^R JRy/l + y'^ yet one has the divergent integral f^ f(y, 0)dy = f^ldy. On the other hand, /r /(y. z) dy < oo, for all z ^ 0. For every K e $(R^) there is i? > 0 with K C [—i?,i?]x[—i?,i?]. Using this fact and the substitution of variables (y, z) = (y, —7^=) in R^, one can prove that Theorem 6.10.6.(ii) is satisfied. It follows that f is absolutely Riemann integrable over R^. Examples like this one explain why the conditions in the following two propositions are not automatically satisfied if / is continuous and absolutely Riemann integrable. ik
6.12. Dominated convergence 475 Proposition 6.12.6. Let U C R'^+^ be an open set and let f : U ^ R be a continuous function that is absolutely Riemann integrable over U. Further suppose that y^ fiy^z)dz= / f(y,z)dz, Jr'I Ju"{y) z^ f(y,z)dy= / f(y,z)dy Jrp Ju'(z) both are continuous functions (in particular, they assume finite values everywhere). Here U"(y) = [z sR'' \ (y, z) & U } and U'(z) = [y sRp \ (y,z) & U }. Then [ f(x)dx=[ I f(y,z)dzdy=[ I f(y,z)dydz. Ju Jrp Jr'i Jr'i Jrp Proof. Since / is absolutely Riemann integrable over U if and only if /+ and /_ are so, we may suppose / > 0. Let the sequence (iffc)j;gN of sets in ^(f/) be as in (6.38) and the subsequent construction, and define Kidy) = {z ^R'' \ (y, z) € K^ }, for A; e N and y e R'\ The sets Kic(y) are Jordan measurable in R^. Therefore the following functions gk and g : R^ —> R are well-defined. gk(y)= f(y,z)dz= iK,{y)(z)f(y,z)dz, jKtiy) Jri g(y)= / iu"{y)(z)f(y,z)dz. Jri On the strength of Theorem 6.4.2, f f(x)dx= f gk(y)dy (ksN). JKt Jrp {Kic(y))i^^f^ is a nondecreasing sequence of sets in ^(R^) with union equal to U"(y). Applying Arzela's Dominated Convergence Theorem 6.12.3 to the sequence of functions (fk)keN satisfying ,/> = lA:j(y)/(>', •) : R^ ^ R and limfc^oo fk = f(y, •), and using f(y, •) as the majorizing function, we obtain that limfc^oo gkiy) = g(y), for all y sR''. Since / > 0 implies that (gk)keN is a nondecreasing sequence, with g as a limit and majorizing function, application once more of Arzela's Dominated Convergence Theorem gives / f(x)dx= lim / f(x)dx =hm / gk(y)dy= / g(y)dy. Ju ^^°°Jki, k^ooJs,,, Js,p Interchanging the roles of y and z finally gives the equality of both iterated integrals. □ In practice it might be difficult to establish absolute Riemann convergence of / over U, whereas computation of an iterated integral might be feasible. Therefore results of the following type are extremely important in analysis.
476 Chapter 6. Integration Proposition 6.12.7. Let f : U ^>- R be continuous on the open set U C R''"'"^, and assume that y i-> f^^ \f(y, z)\dz and z i-^- f^^p \f(y,z)\dy both are continuous functions. Then y i-> f^^ f(y,z)dz and z i-^- f^^,, f(y,z)dy are continuous. Further suppose that one of the iterated integrals for \f\ converges; say Irp Iri 1/(3'' 2)1 '^2 '^y < °°- Then f is absolutely Riemann integrable over U and both iterated integrals for f are equal to the integral of f over U, in other words [ f(x)dx= [ I f(y,z)dzdy= [ I f(y,z)dydz. Ju Jr)' Jri Jr'i Jrp Proof. In order to prove the absolute integrability of / we verify that Theorem 6.10.6.(ii) is satisfied. To this end we may suppose that every Ki^^, for A; e N, is a finite union of rectangles {B^.,- | i e / }. For every 1 < j < n, collect the endpoints of the j-th coordinate interval of all rectangles B^.,-, and arrange these points in increasing order, as in the proof of Proposition 6.1.2. Thus one obtains a finite number of nonoverlapping rectangles B^, C R'', with I e L^, and, for every /, a finite number of nonoverlapping rectangles B^',„, C R^, with m e Mki, such that Kk = \J{ B'„ X b;',„, I / e L,, m e M^,} (k e N). Because |/| is continuous on K^ we obtain from Theorem 6.4.2, for A; e N, f \f(x)\dx = j2 Y. i, „ i/wi^^ = EE/, /„ \fiy,z)\dzdy = J2f,Ylf„ \f(y,z)\dzdy I m •'^'kl •'Kim I •'Kl m •'Kim <y,f f \f(y,z)\dzdy< f f \f(y,z)\dzdy. , JB[, Jri Jrp Jri Hence / is absolutely Riemann integrable over U. Therefore application of Proposition 6.12.6 implies that the iterated integrals of / both equal the integral of / over U. ' " □ In the formulation above it is essential to work with the absolute value of /. Indeed, the existence of an iterated integral, if it involves cancellation, need not imply the existence of the integral of / over U. Observe that we have to deal with only one of the two iterated integrals, which is fortunate since it is often the case that one is easier to estimate. Proposition 6.12.7 is a very special case of Fubini's Theorem, which is part of the theory of Lebesgue integration. In this theory one is able to weaken the notion of Riemann integrability to that of Lebesgue integrability and yet to integrate functions belonging to this wider class. The property of being a Lebesgue integrable (or measurable) function is preserved under the formation of partial functions and integrals thereof, and as a consequence Fubini's theorem has a more natural formulation than Proposition 6.12.7. Results like this make Lebesgue integration superior to Riemann integration.
6.13. Appendix: proofs of Change of Variables Theorem All 6.13 Appendix: two other proofs of Change of Variables Theorem In this appendix we treat two other proofs of the Change of Variables Theorem 6.6.1, which we will call the second and the third proof. Each of them highlights different aspects of the problem: the second is intuitive, geometrical, but rather technical; although less intuitive, the third proof is quite efficient. Second proof. Contrary to the demonstration in Section 6.9 this proof does not require the Implicit function Theorem 3.5.1; on the other hand, some more detailed information from linear algebra is needed. As a consequence Chapter 6 can be studied independently from Chapters 3 through 5, which might appeal to readers who prefer to make an early start with the theory of integration. In this setup the proof of the Change of Variables Theorem in full generality requires the validity of the theorem in the special case of a diffeomorphism ^ : R" —> R" that belongs to Aut(R"). The treatment of the latter case needs some linear algebra, in particular Lemma 6.13.2 below. We begin with a definition. We denote the standard basis vectors in R" by e^, for 1 < 7 < n. Definition 6.13.1. A transformation in End(R") is said to be basic if it is given by one of the following formulae, for 1 < A;, / < n, A; ^ /, x e R" and A. e R \ {0}: ^wC-^) = -^ =•= x,ek, Mi(X){x) =x + (X- \)x,e,, Ski(x) =x + (xi - Xk)(ek - ei). O We note some properties of basic linear transformations. In view of (F*)-' = F,7, Miixr' = M,(A-'), S,V = Sik, every basic linear transformation is invertible, with an inverse that is basic too. Next we study the compositions A B and B A, where A is an arbitrary linear and B is a basic linear transformation of R". In doing so we denote a linear transformation and its matrix by the same symbol. From [ ej, j ^ /; Fki (ej) = ^j ± ^ji^k = \ [ ei±ek, J = /, we see that the matrix AF^ is obtained from the matrix A by the column operation of adding/subtracting the k-th column vector of A to/from the l-th column vector of A. From (F^)' = F* we obtain (F^A)' = A'(F^y = A'F*, writing A' for the transpose matrix of A. Combining this with the preceding result we immediately
478 Chapter 6. Integration see that F^A arises from A by the row operation of addition/subtraction of the /-th row vector of A to/from the k-th row vector of A. Furthermore, M,(X)(ej) = ej + (X-\)Sj,e, = \ [ Xei, j = I, implies that AMi(X) arises from A when the /-th column vector of A is multiplied by A., and that Mi(X)A is the result of the analogous row operation. Also, from Skiiej) = ej + (Sji - Sjk)(ek - e,) = ei, j = k; Sk, j = I, we see that A Ski and Ski A are obtained from A by interchanging the k-th and the /-th column vectors and row vectors, respectively, of A. Thus right and left multiplication of a matrix A by the matrix of a basic transformation amount to performing on A one of the column and row operations, respectively, which are well-known from linear algebra. These results enable us to prove the following: Lemma 6.13.2. Every element in Aut(R") can be written as a product of basic linear transformations. Proof. Let A e Aut(R") be arbitrary. Since the top row vector of A is different from 0 there exist Bi and B[ e Aut(R"), both being products of basic linear HID transformations, with BiAB', = 1 I. But then we can find Bi and B', as above such that BiAB[ = I ^ " 1 with Ai e End(R"-')- Because det(BiAB[) is a nonzero multiple of det A ^ Owe have det Ai ^ 0, that is, i4i e Aut(R"~'). By induction over the dimension n we can therefore show the existence of B and B' e Aut(R") such that both are products of basic linear transformations and that BAB' = /; this implies A = B~^B'~^, which proves the lemma. □ Remark. The decomposition into basic linear transformations is not unique. For instance, F^ = M;(-1)F^|M,(-1). Now we are sufficiently prepared to establish the Change of Variables Theorem 6.6.1 in the special case of a mapping ^ : R" —> R" that belongs to Aut(R"). In fact, we shall need the proposition for a slightly more general class of mappings, which is given in the following:
6.13. Appendix: proofs of Change of Variables Theorem 479 Definition6.13.3. Abijecdveaffinetransformation^ofR"isamappingR" —> R" that can be written in the form ^(y) = x°+Ay, where x° e R"andi4 e Aut(R").0 Note that the bijective affine transformation ^ above is a C' mapping and that its inverse ^~' : R" —> R" is given by <if-\x) = -A-'x° + A-'x. (6.50) Furthermore, x° and A are uniquely determined by ^ since x° = ^(0) and A = * - *(0). Proposition 6.13.4. Let x° e R" and A e Aut(R"), and denote by ^ the corresponding bijective affine transformation ofR". Suppose f : R" —> R to be a continuous function with compact support. Then f f(x)dx= f (/ovI/)(y)|detDvI/(>-)|^>- = |detyl| f f(x° + Ay)dy. Jr" Jr" Jr" Proof. Using D^(y) = A, for all y e R", and Corollary 6.4.3 we reduce the problem to the case of dimension one, f (/ovI/)(3,)|detDvI/(3;)|^>- = |detyl| f f(x° + Ay)dy JR" JR" = \detA\ f ■■■([ f{x° + A(yi,..., y„))dyi\ ■ ■ ■ dy„ = I det i41 y^ • • • yj^ f(A(yu...,yn))dy,y--dy,. Here we used the invariance under translation of the one-dimensional integration. In view of the preceding Lemma 6.13.2 and Step IV on composition in Section 6.9 we may assume A to be a basic linear transformation. Now in the case of A = F^ we have det A = \ and we write the last integral as the iteration of an (n — 2)- dimensional integral over R"~^ and of nfiyi, ■■■,yi±yk,---,yn) dy, dyk= l / /(y,, ...,>';,...,>'„)dy,dyk, : JRJR employing again the invariance under translation of the one-dimensional integration. Thus we obtain / ■ ■ ■ ( / /(^)d^A---dxn = I fix)dx. \f A = Ml (A.) we use det A = A. and / \Mfiyu ...,Xyi,..., y„) dy, = / f(yi,... ,y,,... ,yn) dy,. JR JR
480 Chapter 6. Integration Finally, for A = Ski the result follows from Corollary 6.4.3. □ Proof of Change of Variables Theorem. On the basis of Step I on reduction to continuous / in Section 6.9 we may assume that / is continuous with supp(/) C U. The proof then proceeds in three steps. In Step I the volume of a small cube C is compared with that of its image ^(C). To this end ^ is replaced by its first-order Taylor polynomial at the point y° at which C is centered, that is, by the affine mapping T = TyO^ : R" —> R" satisfying Tiy) = ^iy°) + D^iy°)iy - y°) = ^iy°) - D^iy°)y° + D^iy°)y. Thus we compare ^(C) with the parallelepiped T(C), and the error estimate is a direct consequence of the definition of differentiability of ^. As T is bijective because D^(y°) is, we may as well estimate the difference between (T~^ o ^)(C) and C itself. It turns out that for every e > 0 there exists ^ > 0 such that C cube of diameter less than S =^ (T~^ o *)(C) C C% where C^ is the cube concentric with C whose sides are multiplied by 1 + e. As Proposition 6.13.4 is applicable with ^ replaced by T we find the upper bound (6.56) below. Technically it is convenient to compare (T~^o^)(C) and C, instead of ^(C) and T(C), because estimating the volume of the set of points at a distance less than e from a given set is easier if the latter set is a cube rather than a parallelepiped. A complication in the argument is that we do not know right away whether ^ (C) is Jordan measurable. In Step II the upper bound (6.56) is used for majorizing the integral /^ f(x) dx by (1 + e)"+' times an upper sum of / o ^| det D^ |, and thus by (l+e)"+' /"/o*(>')|detD*(>')|rf>'. Jv Sending e to 0 leads to (6.58) below. Obtaining a lower bound for vol,, (^ (C)) is a delicate matter. For example, suppose n = 2 and let ^(C) be a long rectangle [ 0, ^~M x [ 0, ^ ], with volume 1. Then by moving each point in ^(C) over a distance of only 6, by sending x e R^ to (xi, 0), the rectangle collapses to the interval [0, ^~^ ] x {0} along the Xi-axis, which has volume 0. In Step III this difficulty is avoided by applying the preceding arguments to the inverse of ^. Step I (Local inequality). We begin with the preparations needed to establish the estimate (6.56) below. In view of Theorem 1.8.3, K := supp(/ o *) = *-'(supp/) C V is a compact subset of V. Below we shall work with cubes covering K; these are not necessarily contained in K and therefore we enlarge if in a suitable way. According to Lemma 6.8.1 we can find ^ > 0 such that Ks = {y €"&!' \ there exists y' € K with \\y-y'\\<S}c V. (6.51)
6.13. Appendix: proofs of Change of Variables Theorem 481 In particular, every cube C C R" centered at a point of K and with diameter less than S is contained in the compact set Kg. From the definition of differentiability of ^ at 3?° e V, there exists for every ?j > 0 a ^ = S(y°, ?j) > 0 such that for every y e V with Hy — y^H < S, \\^(y) - TyO^(y)\\ = \\^(y) - ^(y°) - D^(y°)(y - /)|| < 7? ||>- - >-°||. Actually this estimate is valid uniformly for y° e Ks; more precisely, for every ?j > 0 there exists ^ > 0 such that every y and y° e Ks for which the line segment between y and y° lies entirely in Ks satisfy II3; - y°\\ < S =^ \\^(y) - TyO^(y)\\ < rj\\y - /||. (6.52) Indeed, use Formula (2.25) and the fact that D^\i^ : Ks ^ Aut(R") is continuous, and therefore uniformly continuous, on the compact set Ks. From (6.50) and (2.5) we obtain ||(r,,ovi/)-'(x) - (r,ovi/)-'(x')|| < I|£>*(/)-'IIeuc.II^ -^'11 (^.^' ^ R")- (6.53) Once more using that D^ is continuous on K and that K is compact, we find 0 < m = max [[^^(y)"'!! , < 00. (6.54) We now claim that for arbitrary ?j > 0 we can find ^ > 0 with the following properties. Condition (6.51) is satisfied and for all y° ^ K and y ^ Ks with II3? — 3?° II < ^ we have, in view of (6.53), (6.54) and (6.52), ll(r,ovi/)-'(vi/(3,))-3,|| = ||(r,ovi/)-'(vi/(y))- (r,ovi/)-i(r,ovi/(j-))|| < ||DvI/()-0)-' \\^^J\^{y) - Ty.^{y)\\ < mrjWy - y% € Now let e > 0 be arbitrary, select r) = — and a ^ > 0 corresponding to this r), and m deduce \\(Ty.^r\^{y))-y\\<€S for >-e C, where C is a cube centered at an arbitrary y° ^ K with diameter less than 6. (6.55) Hence we get, writing C^ for the cube concentric with C whose sides are multiplied by 1 + e, iTy,^r\^iy)) e C,s C C% and so ^{C) C Ty^^iC). It follows that the following upper Riemann integral satisfies the inequality ^(vI/(C)) := / l*(C)(x)rfx < / It^^ic^){x) dx = vol,, {T,o^(C')). J R" J R" ■*
482 Chapter 6. Integration Applying Proposition 6.13.4 with ^ replaced by the bijective affine mapping r^o^, we find vol,, (TyO^iO) = I det D^iy°)\vol„iC') = (1 + e)"| det DvI/(>-°)| vol„(C). Thus, for any cube C as in (6.55), vol„(vI/(C)) < (1 +e)"|detDvI/(>-°)| vol„(C). (6.56) Step n (Global inequality). Let <S = {C,- \ i e / } be a finite set of nonoverlap- ping cubes C; centered at y9 e K with diameters less than S as above, satisfying Kc[JQcKsCV. Since / o ^|^. : C,- —> R is continuous, there exist }?,■ e C,- such that we have maxygc, / o ^(y) = / o *(}'/) for i € I. Define _/ : V ^^ R by jiy) = I det D'^{y)\. Then y > 0 and, for y, y° e V, j(yr'j(y°) = \j(yr\j(y°) - j(y)) +1| < j(yr'\j(y°) - j(y)\ +1- Furthermore, j is uniformly continuous on Ks. Therefore we have, by shrinking ^ > 0 if necessary, |detDvI/(3;°)| = jiydjiyir'jiy^) < (1 +e)| detDvI/(>-,)| (i e /). We now combine this estimate with (6.56) for C = C,- in order to get ^i^(C,)) < (1 + e)"+' I det D^(y,)\ vol„(C,) (i e /). (6.57) After these preparations we are able to treat the global problem. We have / = /+ — /_ with /± > 0 as in Theorem 6.2.8.(iii) and f± continuous. By going over to the f± and using the linearity of integration we may assume 0 < /. In view of we obtain from (6.57) f fix) dx <Tfo ^(y,) I l*(c,)(x) dx = Tfo vI/(>-,)^(vl/(C,)) < (1 + e)"+' Y. f ° *(>''-)l ^^t D^(yi)\ vol„(C,-) 16/ < (1 + e)"+' V max(/ o *| det D*!)(>>) vol„(C,-).
6.13. Appendix: proofs of Change of Variables Theorem 483 The sum at the right-hand side is an upper sum of / o ^| det D^\ determined by the partition <S that covers K = supp(/ o ^); thus f fix) dx < (1 + e)"+' f fo <iJ(y)\ det D<i/(y)\ dy. Ju Jv Since the estimate is valid for every e > 0 it implies f fix)dx < /" /ovI/(y)|detDvI/(>-)|^>-. (6.58) Ju Jv Step in (Reverse inequality). Now apply this inequality with ^ : V —> f/ replaced by *"' : f/ ^^ V, and / : f/ ^^ R by / o *| det D*| : V ^^ R, respectively; the conditions are satisfied since supp(/ o ^| det Z)^|) = AT is compact in V. As|detD*(*-'(x))||detD*-'(x)| = 1 we find \ fo<\i{y)\dQiD<\'{y)\dy< f f(x)dx. Jv Ju The desired equality from the Change of Variables Theorem follows by combining these two inequalities. Remarl^. Note that the proof makes repeated use of the fact that ^ is a C' dif- feomorphism, fully exploiting all implications thereof. Third proof. In the remainder of this section we give a third proof of the Change of Variables Theorem 6.6.1. Again the main ingredient is reduction to the case of a bijective affine transformation as treated in Proposition 6.13.4. In Step IV below this reduction is effectuated by showing that -J- I {fo<\>'){y)d^iD<\'\y)dy = 0, at Jv dt if (^Or6[o, 1 ] is a one-parameter C' family of C' diffeomorphisms with the property that supp(/ o ^') n 9 V = 0. In particular, we construct such a family (^') that transforms ^ into a local best affine approximation to ^. The other technical tool is the Global Inverse Function Theorem 3.2.8. This approach might be the least intuitive of the three. The circle of ideas involved here originates from homotopy theory, a subject in algebraic topology. Step I (Localization). This is the same as Step in on localization in Section 6.9. The precise nature of the bounded open neighborhoods Ox oi x e U that are used to cover the compact set K = supp(/) C U is specified at the end of the following step.
484 Chapter 6. Integration Step II (Deformation). We consider a C' diffeomorphism ^ : V —> f/. According to Step I it is sufficient to study the diffeomorphism in suitable neighborhoods of an arbitrary but fixed point ^~^(x) = y e V. We will show that locally, near y, the diffeomorphism ^ can be deformed through a one-parameter C' family of C diffeomorphisms into its best affine approximation at y. From the definition of differentiability of ^ at y (compare with (2.10)) we see, for y + h e V, <i/(y + h) = <i/(y) + D<i/(y)h + ey(h) =: Ah + ey(h), ||e,(/2)||=a(||/2||), h^O. Here A is the best (bijective) affine approximation to ^ at y. Next define, for f €[0, 1], vl/(f, y + h) = ^(y + h) - t€y(h) = Ah + (1 - t)€y(h). (6.59) Then \i/(0, y + h) = <i/(y + h) and *(1, y + h) = Ah. Further introduce 3^:[0, 1] X V^[0, l]xR" given by ^(t,y) = (t,^(t, y)). In order to prove that 'I' is a C' diffeomorphism onto its image we now verify that the conditions of the Global Inverse Function Theorem 3.2.8 are satisfied. In fact, Dy<i/(t,y) = D<i/(y) e Aut(R") immediately gives D3'(f, y) e Aut(R"+'), for (r, 3?) e [0, 1 ] X V. Moreover, ^(t,y+h) = ^(t',y + h') implies t = t' and also Ah + (1 - t)€y(h) = Ah' + (1 - t)€y(h'). so h-h' = (l- t)D^(yr\,y(h') - ,y(h)). Next we apply the result of Example 2.5.4 with the mapping Sy and e equal to (2\\D^(y)~^ IIeucI^' ^"^ order to find ^ > 0 as in the example. Thus we obtain, for h,h' eB(0;S) and t e [0,1], \\h-h'\\ < (l-t)\\D^(yr'\\^^J,y(h')-,y(h)\\ < -\\h-h'\\. Consequently h = h', which proves the injectivity of ^. On account of the Global Inverse Function Theorem, ^ restricted to [ 0, 1 ] x ^(y; ^) is a C' diffeomorphism onto its image. Finally, take Ox equal to the open neighborhood ^{B(y; S)) of X = ^(y); note that S depends on the choice of 3? e V. Step ni (Supports). Write *' = *(r, •)• We need control over supp(/ o *') c V. Recall that if is compacting. According to Lemma 6.8.1 we can find e > Osuch that K C Kg C U, with K^ compact too. And as a consequence of Theorem 1.8.3 the image set L := ^~^(Ke) is compact in V. In view of Steps I and II it is sufficient to consider the subsets K H Ox- According to (6.59), vl''(>' + h)eKnOx =;> y + he^-\K + t€y(h)).
6.13. Appendix: proofs of Change of Variables Theorem 485 By shrinking^ > OasinStepIIifnecessary, we may arrange that AT+fe3,(/2) C K^, for all (t, /z) e [0, 1 ] X B(0', S). Consequently we obtain supp(/o vl/') c L C V (fe[0, 1]). (6.60) Step IV (Differentiation). Suppose ^ restricted to [0, 1 ] x B(y°; ^) is a C diffeomorphism as in Step 11. Then (^Or6[o,i ] is a C' family of C' diffeomorphisms defined on a subset of V. In the formulae below we write D for the total derivative with respect to the variable y e V,m particular, D^'(y) for Dy^(t, y). Further assume that / e C^(O^o) with ^(y^) = x°. Then we introduce I(t)= f(fo^')(y)dctD^'(y)dy (fe[0,l]). Jv Under these assumptions we will prove that / (t) actually is independent off, which implies /"(/° *)(}') detD*(3;)^>' = detD*(>'°) f f(<i/(y°) + D<i/(y°)y)dy. Jv Jv Given t and t + u e [ 0, 1 ] we define S"eC'(V,R") by 3" = (*0~'*'+"- Observe that S° = /. The chain rule now implies the following identity of functions on V: / o *'+" det D*'+" = (/ o *0 o 3" (det D*0 o 3" det D3" =goa" det D3", (6.61) where g = / o *' det D*' e C'(V). Next define the C vector field ? : V ^ R" by ?(>-) = — du s"(y). H=0 Note that the mapping t h> D^'(y) is continuously differentiable, while y^^yij'(y) = -eyo(y - /) = ^(y°) + D^(y°)(y - y°) - ^(y) dt is continuously differentiable near y° too. On account of Theorem 2.7.2 on the equality of mixed partial derivatives and Exercise 2.44.(i) we therefore obtain d_ du detD3"(>')=trD H=0 du E"{y)=^D^{y) = Avj^{y), «=o
486 Chapter 6. Integration where we recall the definition of the divergence of § from Formula (5.30). Then we have, by the Differentiation Theorem 2.10.13 or 6.12.4 and Formula (6.61), /'(O =-f| Iit + u)=f-f\ igoS")iy)detDS"iy)dy = f (Dg(ymy) + g(y)diY^(y))dy= f diY(g^)(y)dy Jv Jv = f Yl Djig^j)iy)dy = 0. The last equality is obtained by the Fundamental Theorem of Integral Calculus on R, see Case I in the proof of Theorem 7.6.1 on integration of a total derivative, and by the inclusion (6.60). In Example 8.9.3 one can find an alternative computation. Step V (Case of affine transformation). The previous steps enable a reduction of the proof of the theorem to the case treated in Proposition 6.13.4. Two details still have to be settled. Note that det D<if(y) ^ 0, for all y e V. Hence it is a consequence of the Intermediate Value Theorem 1.9.5 that det D^(y) has constant sign on the connected components of V, see Definition 1.9.7. Considering V as the union of its connected components and splitting the integral accordingly, we can take the sign of det D^(y) outside the integrals, which justifies the omission of the absolute value signs in Step IV. Furthermore, we may use approximation arguments from Section 7.7 to replace the condition of / e C (f/) by that of / e C(U). Remark. Actually, in the notation of the Steps 11 and IV above one can find a C' family (*0r6[o,i] of C' diffeomorphisms satisfying ^° = ^ and *' = sgn{detD^(y))I, where / is the identity mapping. This is a consequence of the connectedness of the subset Aut°(n, R) = [A € Aut(R") | det A > 0} of End(R"), which can be proved using Lemma 6.13.2. Arguing in this way one may bypass Proposition 6.13.4.
Chapter 7 Integration over Submanifolds The knowledge acquired about manifolds and integration will now be used to develop the theory of integration over a submanifold in R" of dimension d < n. In particular the d-dimensional volume (length, (hyper)area, etc.) of bounded sub- manifolds will be defined. By way of application we study the generalization to R" of the Fundamental Theorem of Integral Calculus on R. This is a problem with two aspects: finding correct formulae on the one hand, and antidifferentiation of a function of several variables on the other. The first aspect culminates in the theorem which asserts equality between the integral of the total derivative of a function over an open set, and an integral of the function itself over the boundary of that open set. Gauss' Divergence Theorem then is a direct corollary. 7.1 Densities and integration with respect to density In Chapter 6 we introduced in particular the integral of (absolutely) Riemann inte- grable functions defined on open subsets of R", which we shall regard here as C* submanifolds in R" of dimension n. We now wish to develop a theory of integration over C^ submanifolds, for k > 1, in R" of dimension d < n. Note that according to Corollary 6.3.8 such submanifolds are negligible in R", if they are compact. We shall therefore have to be somewhat careful to take due account with respect to integration of the manifolds V in R" of dimension d <n. First we consider this problem locally, that is, in a neighborhood U in R" of a point X e V. According to Theorem 4.7.1 there exist an open subset D C R'' and a C'' embedding (j) : D ^ W such that 0(D) = V n f/. Let / : V ^^ R be a bounded function for which supp(/) C <PiD) is a compact set. (7-1) 487
488 Chapter 7. Integration over submanifolds Then / o 0 : D —> R has a compact support in R''; and it is tempting to call / Riemann integrable over V \f f o <p \s Riemann integrable over D C R''. And further, in that case, to define the integral of / over V, with the notation I^(f), as the integral of f o<p over D, -L hif)=\ifo4>){y)dy. (7.2) Jd Now let D C R'' be open, let 0 : D —> V be another C* embedding, and assume supp(/)C0(£>)n0(D). (7.3) Then supp(/ o 4>) c £>^.^ := 4>-\HD)) C D. It follows from Lemma 4.3.3.(iii) that the mapping 0~' o 0 : D^ ^ —> D^^ is a C'^ diffeomorphism of open subsets in R''. Furthermore, (/ ° 0) ° (0~' ° 0) = / ° 0 on D^ J. On account of the Change of Variables Theorem 6.6.1, therefore, f o<p\s Riemann integrable over D if and only if (/ o 0) o {4>-' o $) I det Di,p-' o $)\ = ifo$)\ det Di,p-' o $)\ is Riemann integrable over D; the latter applies if and only if / o 0 is Riemann integrable over D. Subject to this assumption we then have f (f o ct>)(y) dy= fifo ^)(y) \ det D(0-' o $)(y)\ dy. Jd Jd In general, therefore, hif) = f (fo ^)(y) dyy^ fifo ^)(y) dy = If(f). Jd Jd This result shows that the Riemann integrability of / over V is independent of the choice of the parametrization 0 of V, but that the value /,^(/) of the integral of / over V depends on 0, unless by chance | det D((j)~^ o(j))\ = 1, that is, unless 0~' o0 is a volume-preserving coordinate transformation in R''. We are thus confronted with the presence of extra factors | det D{<p~^ o 0)| in the integrand. It is natural, therefore, to incorporate these from the start in the definition of the integral /,^(/) of / over V, in such a way that this integral is independent of the chosen parametrization (p. Thus, assume there is a continuous function p^ : D ^ VL associated with the embedding <p : D ^ W and let, unlike (7.2), the integral I,j,{f) of / over V be defined by -L hif)= / ifo4>){y)P4>iy)dy.
7.1. Integration with respect to density 489 We then require hif) = lif°<i>)iy)p<i>iy)dy Jd = f (f ocP) o(ct>-' o^)(y) p^(ct>-' o^(y))\dctD(ct>-' o^)(y)\dy Jd = f(fo^)(y)p^(y)dy = If(f). Jd Hence the following: Definition 7.1.1. A continuous d-dimensional density p on a C* submanifold V in R" of dimension disa mapping which assigns to every C^ embedding 0 : D^ —> V, where D^ C R'' is open, a continuous function p^ : D^ —> R in such a way that P$(y) = P4>ir' o ^(y)) I det D(0-' o ^)(y)\, (7.4) for any C^ embedding (p : D^ —> V and every y e (j)~^{(j)(D^)). O Remark. A continuous density p on V is uniquely determined by a collection of continuous functions p^ : D^ ^ VL satisfying (7.4), where <p £ <1>, if <1> is a collection of C'' embeddings such that Vc|J<^(^*)- (7-5) To see this, consider an arbitrary C'' embedding <p : D ^ V. For every y e D we can find a 0 e <1> with 0(y) £ <p{D^). We now define P^(y) = P^{4>~' o 0(>O) I det D(ct>-' o ^)(y)\. It is easy to verify that this definition does not depend on the choice of 0 e <1> for which (j)(y) e <p{D^), and that the collection {p'^\<p arbitrary embedding} defined in this way satisfies requirement (7.4). Hence all that is required for the introduction of a continuous density on V is a minimal collection <1> of embeddings that satisfy (7.5); thus for a sphere in R^ two embeddings suffice. Remark. It is also possible to formulate the theory above in terms of coordinati- zations or charts (see Definition 4.2.4), K := <p'^ : <p(D) ^ D =: U^; hence k : k~\U^) ^ U^,
490 Chapter 7. Integration over submanifolds instead of the embeddings <p. A density p then assigns to every chart k a continuous function Pi^ : U^ ^>- R such that Pi^iy) = P.iK olc-\y))\detD(K oK-')(y)\ (y € Ui; n (jc o k-')(U,)). Note that k ok~^ is the transition mapping from the last Remark in Section 4.3. We now want to free ourselves from the requirements in (7.1) and (7.3) that the support of / be contained in (p (D), or even in the intersection of several such image sets. Therefore we have: Definition 7.1.2. - Theorem. Let V be a C*" submanifold, with k > 1, in R" of dimension d. Let / : V —> R be a bounded function with compact support supp(/) =: K. Let <!>' be a collection of C^ embeddings 0 : D^ —> V with D^ C R'' open and with K C [J{(piD^) | 0 £ *'}. Let {x,^ I 0 € *} be a continuous partition of unity on K subordinate to the open covering {f/^ | 0 e <!>'} of K (see Theorem 6.7.3); here <p{D^) = V (1 f/^, with U^ open in R". Then / is said to be Riemann integrable over V if for every 0 e <1> the function is Riemann integrable over D^. If this is the case, the integral of f over V with respect to the density p, notation J^ f(x)p(x) dx, is defined by f f(x)p(x)dx = Tf (X* /) ° <P(y) pfiy)dy- (7.6) Here it is of course essential that the left-hand side in (7.6) is in fact independent of the choice of the collection <1> and of the partition {x<t> \ <P ^ ^}- Indeed, let <5 and {X^ I 0 ^ *^ }> respectively, be another such choice. Then XI / (x<t> f) ° <P(y) p<t> (y)dy <t>e^ ■'^^ ^6$ = XI / X$ o $(y) x^ o $(y) f o $(y) p^{(j)~^ o $(y)) .\dctD(ct>-'o^)(y)\dy = X / X ■'^'^ ° ^^y^ ^^ ° ^^y^ f ° ^^y^ p^^y^ ^y = E/' ix^f)°^(y)p?(y)dy-
7.1. Absolute Riemann integrability w.r.t. density 491 Here we have successively used X^^gj XJ — 1 on iir; the substitution y = <p~^ o<p(y) and the Change of Variables Theorem 6.6.1; Formula (7.4); and, finally, X^j,^^ X(t> — lonK. n The continuous density p is said to he positive if p^ {y) > 0, for every embedding <p and all y e D^. In this case p may be regarded as a continuous "ubiquitous" mass density on V. In cases where a p^ also takes values < 0, the physical analog is a continuous charge density. O The following lemma gives a description of all continuous (i-dimensional densities on V in terms of one positive density. Lemma 7.1.3. Let p be a fixed positive continuous d-dimensional density on V. (i) For every continuous function f on V the mapping f p with f p : <p \-^ f o<p p^ defines a continuous d-dimensional density on V. (ii) The mapping f h> f p is a bijection from the space of all continuous functions on V to the collection of all continuous d-dimensional densities on V. Proof, (i). The function f o<p p^ satisfies (7.4), because (/ 0 ^P^)(y) = f o 4>{4>~' o Hy))P4>ir' ° Hy)) I det Dir' ° Hy))\- (ii). This assertion follows if we can prove that / i-^- / p is a surjection. Thus, given a continuous density p we have to determine a function / such that p = f p. We define, for every embedding <p, the continuous function f^ : <p{D^) —> R by f,{x) = ^"f'^fl {X € 4>{D,)). (7.7) Note that positivity of yo is essential here. Ifx e 0(D^) (10 (D^), one has, by (7.4), _ P^(^"'(^)) _ p;(0-'°0(0-'(^))) _ ,. * P^G-\X)) p^(0-la 0(0-1 (X))) •'*^''^' Consequently there exists a unique function / on V such that f{x) = f,j,{x), for all X in <p{D^). Because the function f\^(j) \ = f<i> is always continuous, it follows that / is continuous on V. Furthermore, (7.7) implies that 'p = f p. □
492 Chapter 7. Integration over submanifolds 7.2 Absolute Riemann integrability with respect to density In Definition 7.1.2- Theorem a restriction was made to functions / : V —> R with compact support. As in Chapter 6, this is not without its drawbacks. Therefore we imitate Lemma 6.10.2 and Definition 6.10.5 in the following: Definition 7.2.1. Let the notation be as in Section 7.1. Let p be a positive continuous density on V, and let / : V —> R. The function / is said to be absolutely Riemann integrable over V with respect to p if / is locally Riemann integrable in V, and if sup / \f{x)\p{x)dx < oo. Ke${V) Jk For such an / one sees, as in Definition 6.10.5, the existence of the integral fy f(x)p(x) dx of f over V with respect to p, with the following property: / f(x)p(x)dx= sup / f+(x)p(x)dx — sup / f^(x)p(x)dx. Jv k^${V)Jk' k^${V)Jk A subset i4 of V is said to be Jordan measurable with respect to p if the characteristic function 1a is absolutely Riemann integrable over V with respect to p\ in that case volrf(i4) := / p{x)dx := / \Aix)p{x)dx is said to be the d-dimensional volume or the d-dimensional Jordan measure of A with respect top. The set A is said to be negligible in V if vo\d{A) = 0. Note that the question of A being negligible or not is independent of the choice of the positive continuous density p on V; this follows from Lemma 7.1.3. O By means of the techniques from Sections 6.8 and 6.7 one easily proves the following: Lemma 7.2.2. Let K C V be a compact set which is negligible in V. Then there exist, for every e > 0, a continuous function Xa: : V —> R with compact support, and an open set U^ in V such that 0<Xa:<1, KcUk, Xk = i onUK, / XK(-x)p(x)dx < e / Xk(-x)p(x) Proposition 7.2.3. Let U C V be an open subset in V and assume that dyU is negligible in V. Let f : V —> R Z>e a locally bounded function. Then I u / is absolutely Riemann integrable over V with respect to p if and only if f\rj is absolutely Riemann integrable over U with respect to p\jj. If this is the case, then f (lu f)(x)p(x)dx = f (f\u)(y)(p\u)(y)dy. Jv Ju
7.2. Absolute Riemann integrability w.r.t. density 493 Proof. In conformity with the definition of absolute Riemann integrability over V, consider arbitrary K e JC(V). One has that (see Definition 1.2.16) L ■.= KndvU is compact in V; to see this, use the fact that the intersection of two closed sets is also closed. Furthermore, L is negligible in V, because L is a subset of the negligible dyU. Let e > 0 and let Xl ^iid Ui be as in the preceding lemma. Set X = Ijf (1 — Xl)- Because I — Xl vanishes in the neighborhood Ul of dyU (1K, it follows that X vanishes in a neighborhood of dyU. Because Ik — X = ^k Xl, one has, as / is locally bounded, / (IkIu f)(x)p(x)dx - (x^u f)(x)p(x)dx \Jv Jv <sup|/(x)| / XL(x)p(x)dx <esup\f\. xeK Jv K A similar estimate holds if / is replaced by | /1. But this shows that, in examining the absolute Riemann integrability of Ik^u f over V with respect to p, it is immaterial whether or not one imposes on the s&X K e X{V) the extra condition that K C U. And this last point corresponds to the examination of the absolute Riemann integrability of /| jy over U with respect to p\jj. □ Definition 7.1.2 - Theorem suffers from the complication that jy f(x)p(x) dx is defined in terms of bump functions x<t>-: if the manifold V has to be described by more than one parametrization <p. Indeed, the functions x<t> ensure that overlapping subsets <p (Dif,) of V give proper contributions to the integral. The following theorem demonstrates that when the case arises, the integral can be calculated without these bump functions. Theorem 7.2.4. Let p be a positive continuous density on V and let <1> be a finite collection ofC^ embeddings <p : D^ ^ V such that (i) <P(D^)n$(D^) = Q,if<p^$; (ii) N := V \ [Jj,^^(t>(D^) is a negligible set in V. Let f : V —> R Z>e fl locally bounded/unction. Then f is absolutely Riemann integrable over V with respect to p if and only if f o<p p^ is absolutely Riemann integrable over D^,for every 0 e <1>. If this is the case, it follows that f f(x)p(x) dx = Tf (/ o ct>)(y)p^(y)dy. (7.8) Jv j.^^Jdj, tt>e^
494 Chapter 7. Integration over submanifolds Proof. One has Because N is negligible in V, it follows that / is absolutely Riemann integrable over V with respect to p if and only if this holds for / ■= zJ ^'^(^*) f- When this holds, / and / have the same integral over V with respect to p. For / absolutely Riemann integrable over V with respect to p we then see, multiplying / only by continuous functions X : V —> R with compact support supp(x) C <p{D^), that f\(h(D ) is absolutely Riemann integrable over 0(D^) with respect to p. But that is equivalent to the absolute Riemann integrability of f o<p p^ over D^. Now assume, conversely, f o<p p^ absolutely Riemann integrable over D^, for all 0 e <1>. (7.9) Then 4>{D^)cW:=V\\Jhd^); and so IV, being a complement of open sets in V, is closed in V. Because 0(£>^) is the smallest closed set in V containing 4>{D^), it follows that <p(D^) C W. Because <p{D^) is open in V, we have the disjoint union Consequently MHD^)) C W \ <j>{D^) = V\[j HD^) = N. Hence dv{<j)(D^)) is negligible in V. On account of the preceding proposition, it follows from (7.9) that 1,^(d^) / is absolutely Riemann integrable over V with respect to p, and that / (l,^(D^)/)(-^)p(-^)^-^ = / f(x)p(x)dx= / (f o(j))(y)p^(y)dy. Jv J(I>{D^) JD^ Summation over 0 e <1> now leads to (7.8). □ Remark. In practice, <1> often consists of a single element <p, that is, in such a case there exists a C' embedding 0 : D —> V such that V \ <j)(D) is negligible in V. Then / is absolutely Riemann integrable over V with respect to p if and only if f o(j) p^is absolutely Riemann integrable over D. If this is the case, then / f(x)p(x)dx= / (f o(j))(y)p^(y)dy. Jv Jd
7.3. Euclidean A-dimensional density 495 7.3 Euclidean ^-dimensional density Let V be a C'^ submanifold in R" of dimension d. Then V, by virtue of its being a submanifold of R", possesses a "natural" positive rf-dimensional density do; this ui is said to be the Euclidean d-dimensional density on V, to be introduced below. It will turn out that, if d = n, integration with respect to this co is identical with the n-dimensional integration from Chapter 6. From Example 2.9.6 it follows, for a mapping A e Lin(R'', R"), that A'A e End(R'') satisfies det(A'A) > 0. Accordingly we can now define CD : Lin(R'', R") ^R by cd(A) = ^det(A'A) = s/det({a~aj}). We then have the following properties for co: ca(AB) = \detB\ca(A) (B e End(R'')); (7.10) cd(CA) = cd(A) (C e 0(R")). (7.11) Indeed, (7.10) follows from det(ABy (AB) = detB'(A'A)B = det B' det(A'A) del B = (det Bfco(Af. According to Definition 2.9.4 any C e 0(R") satisfies C'C = /, and (7.11) is found from det(Cyl)' (CA) = detA'(C'C)A = cd(A)^. Definition 7.3.1. - Theorem. Define, for every C'^ embedding cp : D^ ^ V, with k > \, the function cd^ : D^ —> R by CD^iy) = CD(Dct>(y)) = ^dct(DcPiy)' o Dct>(y)) (y e D^). Then co : cp h> cOif, is a positive rf-dimensional C^ density on V, the Euclidean d-dimensional density on V. Indeed, let (p be another embedding; one then has, by the chain rule, D$(y) = D(ct> o (ct>-' o my) = DcPdcp-' o ^)(y)) o D(ct>-' o ^)(y), where D(0-' o $)(y) e End(R''). Using (7.10), one then finds cofiy) = co(D^(y)) = \ det D(0-' o ^)(y)\co(Dct>((ct>-' o $)(y))) = co^(ct>-' o ^(y)) I det D(ct>-' o ^)(y)\; that is, requirement (7.4) for a density is met. If / is Riemann integrable over V, then by Definition 7.1.2 we have the integral of f over V with respect to the Euclidean density, with notation / fix)dax. The subscript d in ddX emphasizes that we are dealing with integration with respect to the Euclidean density on a rf-dimensional manifold. O
496 Chapter 7. Integration over submanifolds Motivation for the preceding definition. In the special case of d = n one has, on account of the Global Inverse Function Theorem 3.2.8, that 0 : D —> (j)(D) is a C^ diffeomorphism of open sets in R". Additionally, because the matrix of D(j) (y) : R" —> R" is square, one has in this case co^iy) = ^dct(Dct>(yyoDct>(y)) = ^dct DcPiy)' dct Dct>(y) = \ det Dct>(y)\. In view of the Change of Variables Theorem 6.6.1 it now follows for L,d-. f{x) dnX, the integral of / over 0(D) with respect to the Euclidean density co on <p{D), that I fix) d„x =f(fo <P)(y) I det D<P(y)\ dy = I f(x) dx. J(t>{D) Jd J<t>{D) In other words, integration with respect to the Euclidean density on (p (D) on the one hand and n-dimensional integration over 0(D) on the other coincide. (The case d < n). If cp : D ^ V with D C R'' open and d < n,we should like to imitate the foregoing and define Lf^-. f(x) d^x, in accordance with the Change of Variables Theorem 6.6.1, as f fix) dax =f(fo (j>) iy) I det D(j> {y) | dy. (7.12) J(I>(D) Jd However, there is a problem in that D<p{y) : R'' —> R", and that as a result det D(j)(y) is undefined. But we do know, from Theorem 5.1.2, if (j)(y) = x, that D<Piy):R'' ^ r,VcR" is a linear isomorphism onto the tangent space T^V to V at x. But there exists C e 0(R") by which T^V is "laid flat", that is, for which C(r,V) = R''x{ORw}. Therefore C o D<p{y) is a bijective linear transformation from R'' to R'' x {Or-i-^/}. On its image, the projection Pd e Lin(R", R'') onto the first d coordinates is a linear isomorphism, that is D{y) := PdoCo D<piy) e Aut(R''). The correct version of (7.12) therefore is f fix) ddx = fifo ct>)(y) I det D(y)\dy. (7.13) J(t>{D) Jd Since Pj o P^ e End(R") equals the identity on R'' x {Or^-^/} = im(C), we find ( det D(y))'^ = det D(y)' det D(y) = det (D(y)' o D(y)) = det (Dipiy)' o C'^ o P^ o Pd o C o D<piy)) = det{D(j>{y)'oD(j>{y)) = co^{y)^.
7.3. Euclidean A-dimensional density 497 And this in fact yields, by (7.13), / fix) ddX = (f o (j))(y) co^iy) dy. J(t>{D) Jd The Euclidean rf-dimensional density co on V can therefore be characterized as follows: CO equals the standard volume factor in R'' ~ R'' x {Or-i-^/ } — T-gV,if T^ V "lies flat", and in addition co is invariant under elements in 0(R")- (Area equals volume divided by length). It is possible to formulate the foregoing in a somewhat different manner. The column vectors Di<p{y),..., Dd<j)(y) in R" of the matrix D<p{y) span T^V. Now dim(rf V)-*" = n — d, and we can therefore choose vectors v^+i (y) through v„ (y) in R" such that together they form an orthonormal basis for (TxV)-^. Define D<p{y) e GL(n, R) as the matrix having in the first d columns the column vectors of D<p{y), and in the last n — d columns the vectors Vd+\ (>'), • • •. v„{y). D<j)(y)= n ( D<j)(y) \ Vd+i(y) n-d Vniy) ) (7.14) One then has {AQlD(j){y)f = det(D(p(yy o^(p(y)) (Dj<j>(y), D,<j>(y)) {Dj<P(y), Dd<P(y)) n-d (Dj<j)(y), Vd+i(y)] {Dj<P(y), v„(y)) ISjsd n-d (vd+j(y), Di<j)(y)) (vd+jiy), Dd<p(y)) (vd+jiy), Vd+i(y)} (vd+j(y), v„(y)) l<j<n—d n-d d n-d (Dj<j>(y), Di<j>(y)} 0 'n-d = detiD<p(yy oD<p(y)). Therefore co^(y) = \dctDct>(y)U (7.15) in other words, C0ii,(y) is the n-dimensional volume of the parallelepiped in R" (see Example6.6.3)spannedby the vectors Di0(}'), ..., Dd<j)(y), Vd+i(y), ..., v„(}') inR". Thisvolumeisindependentof the choice of the vectors Vrf_|_i()'), ..., v„(y), provided only that they form an orthonormal basis for (TxV)-^.
498 Chapter 7. Integration over submanifolds lA Examples of Euclidean densities I. Arc length. Let (i = 1. If D C R is open and (p : D ^-BJ' a. C'^ embedding, for A; > 1, then V = im(0) is a C* curve in R", while, if we identify Hnear operators and matrices. D<j>(y) = <j>\y) = I ' €(y) J e Lin(R, R") (y e D). We have D<p(yy o D<p(y) = ((D<p(y), D<p(y))), and therefore CD^iy) = co{D(j>{y)) = \\D(j>{y)\\ {y e D). (7.16) The Euclidean density co in this case is said to be the arc length, and accordingly the integration with respect to co is said to be the integration with respect to arc length. Thus we have, for / Riemann integrable over V, f f(x)d,x = fifo ct>)(y)\\Dct>(y)\\ dy. Jv Jd In particular, the arc length of V is defined as d\X, I if the integral converges. Note that the arc length of V has now been defined independently of the parametrization of V. Example 7.4.1 (Circle, ellipse and cycloid). The segment of the unit circle {x e r2 I ||x|| = 1} lying between (1,0) and (cosx, sinx), for 0 < x < 2n, is parametrized by <p(t) = (cos^, sin^) (0 < ^ < x). Therefore the arc length of this segment is V (— sin f)2 + cos^ t dt = x. f Jq We now define the angle between two intersecting lines in R^ as the length of the shortest segment, lying between those lines, of the unit circle about the point of intersection. The result above implies that the angle between the positive direction of the Xi-axis and the line through the points (0, 0) and (cosx, sinx), (indeed) equals X.
7.4. Examples of Euclidean densities 499 e 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 0 5708 5308 4890 4454 3994 3506 2984 2417 1785 1048 1 5669 5267 4848 4409 3947 3456 2930 2357 1717 0965 2 5629 5226 4805 4364 3899 3405 2875 2296 1648 0879 3 5589 5184 4762 4318 3851 3354 2819 2235 1578 0791 4 5550 5143 4718 4273 3803 3302 2763 2173 1507 0700 5 5510 5101 4675 4227 3754 3250 2707 2111 1434 0605 6 5470 5059 4631 4181 3705 3198 2650 2047 1360 0505 7 5429 5017 4587 4134 3656 3145 2593 1983 1285 0399 8 5389 4975 4543 4088 3606 3092 2534 1918 1207 0286 9 5348 4933 4498 4041 3557 3038 2476 1852 1129 0160 Illustration for Example 7.4.1 E{k) = l.a, table giving first four decimals of a (rounded off) with k^ increasing in steps of 0.01 The length of the ellipse {x eR^ | -2+72= 1}, with a > Z> > 0, is given by 4aE(e). Here e = Vfl2 - Z>2 is said to be the eccentricity of the ellipse, and /.f = / y/l - k?- sin^ t dt Jo E(k) (0<k<l) is Legendre 'sform of the complete elliptic integral of the second kind with modulus k. Indeed, the ellipse is the image under the embedding t \-^ {a cos t, b sin t). The arc length of the segment of the cycloid (p : t h> (^ — sin f, 1 — cos t) from Example 5.3.6 lying between 0(0) and <p(27i) is given by / J(l-cost)^ + sm'^tdt ='/i\ VT = 2 / sin - rff = h 2 cos t dt -4 cos 2jr = 8. 1^ Special case. Let n = 2 and assume 0 : R —> R^ has the form 0(r) = (f, fit)) of the graph of a C* function / : R —> R, for A; > 1. Then the arc length of the segment of the graph of / lying between {a, f(a)) and {b, f(b)) is given by /' wihfitmdt Ja \ + f'{tYdt. {lAl)
500 Chapter 7. Integration over submanifolds f(t + dt) = f(t) + f'(t)dt + --- f'(t)dt + --- t+dt Illustration for Example 7.4.1: Special case Example 7.4.2. The length / of a circle in R^ of radius R islnR. Indeed, let fit) = -s/R^ - f2. Then (—t \^ t^ R^ And therefore , dt = 1R I , dt = 1r\ arcsinr = InR. i^ Special case. Let n = 2. Many curves in R^ are described in polar coordinates (r, a) for R^ by an equation of the form r = f((x), for example r = R (circle); r = 2(1 +cosa;) (cardioid); r = cos 2a; (rose with four petals). Such curves therefore occur as images under mappings of the form (p : a h> f (a) (cos a, sin a). If this is a C^ mapping, for A; > 1, then r.j.^ s / f ((X)COSa - f(a)sma \ nr.,/ Ml /^. ., , J,,, ^'^("> = ( /'(«)sina + /(a)cosa)' mm = VfWTf^ r
7.4. Examples of Euclidean densities 501 Example 7.4.3. The length of a circle in R^ of radius i? is /^ Rda = 2nR; and of the cardioid 2/ yj{I + cos a)'^-trsm^ a da =2^/2 I Vl + cos a da J —JT J —TT r a = 41 cos —da = 16. 1^ Example 7.4.4 (Parametrization by arc length). Assume the C' embedding 0 : ] fl, Z> [ —> R" has an arc length of /. We then have the corresponding arc-length function (compare (7.16)) X:]a,b[^]Q,l[ with X{t) = f W Ja (y)\\dy. Because X'(t) = \\<j)'(t)\\ > 0, the function A. is strictly monotonically increasing on]a,b [; therefore A. has a differentiable inverse function A."' : ] 0, / [ —> ] a, Z> [. If A.(f) = s, then by the chain rule (x-'y(x(t))x'(t) = 1, that is, (x-'Yis) = 110'(Oir'. Consequently, we find for the curve f:]0,l[^R" with f(s) = (t>(X-'(s)) = (j>(t), by means of the chain rule \\r(s)\\ = \\ct>'(x-\sm \(x-'y(s)\ = wm wm-' = i. That is, the curve i/f : ] 0, / [ —> R" is a C' parametrization ofV = (j)(]a,b[) with the arc length as a parameter, and the tangent vector i/'(s) to V at i/(s) is always of unit length. ik n. Area. If rf = 2, then V is a C'^ surface in R", while, if we identify linear operators and matrices, for y e D, D<j>(y) = ( D,<j>(y) D2<j>(y) ) = / 901, , 9<^V X \ ayi dy2 e Lin(R^ R"). We obtain DcPiy)' o Dct>(y) = WDMHy) (D,,p, D2<P)(y) {D2<P, Di<P)(y) \\D2MHy)
502 Chapter 7. Integration over submanifolds and consequently c^iy) = ^\\D,ct>f\\D2ct>f-{D,ct>, D2ct>)Hy) (y e D). (7.18) If a is equal to the angle between the vectors Di<p{y) and D2<j)(y), we find {Di<piy), D2(piy)) II n ^r Ml II n ^r mi = ^°^^' ^° ^-P^y^ = \\Di<p(y)\\ \\D2<p(y)\\ sma. \\Di<j)(y)\\ \\D2<j)(y)\\ (7.19) In this case the Euclidean density co is said to be the Euclidean area; accordingly, the integration with respect to co is said to be the integration with respect to Euclidean area. Thus, for / Riemann integrable over V, f fix) d2X = fifo ct>)(yy\\DM^\\D2ct>\\^-{D,ct>, Dz^)^ (y) dy. Jv Jd In particular, the Euclidean area of V is defined as d2X, I if the integral converges. Note that the area of V is now defined independently of the parametrization of V. <^{y) + dyi dy2 £>i0(>') x D24>{y) (P(y)+dyiDicP(y) (p(y) + dy2D2(p(y) y2 y + (0, dy2) y + (dy„0) Illustration for 7.4.11. Area Area of parallelogram spanned by dy\ Di<p{y) and dy2 D2<j)(y) equals ||(D,0 X D2ct>)(y)\\ dy, dy2 = ||(£>,0 x D2ct>)(y)\\ dy Special case. In the case where n = 3, Formula (7.19) takes the form, see the remark on linear algebra in Section 5.3, My) = UDi,pxD2<P)(y)\\. (7.20)
7.4. Examples of Euclidean densities 503 Example 7.4.5 (Torus). According to Example 5.7.2, the toroidal surface T C R^ has the parametrization <p '■ ] —^, ^ [ x ] ~^. ^[^ T, with while <p : (a, 9) i-> ((2 + cos 9) cos a, (2 + cos 9) sin a, sin 9), 90 90 / ^osacos9 — (a, 9) X —(a, 0) = (2 + COS0) I sin a cos 0 da 69 I • n siny Therefore, from (7.20), co^{oi, 9) = 2 + COS0. Consequently the Euclidean area of the torus equals / (2 + cos9)dad9 = f da f J ~7T J — JT 2d9 = 271 -An = 871^ This result leads to the following remark. Intersect the toroidal surface with a plane through the xs-axis. We slit the toroidal surface open along one of the circles thus created. Next, we straighten the toroidal surface, in such a way that the central circle retains its length, and we obtain the form of a right cylinder. This cylinder then has a ruling of length Atz , and a perimeter of length 27r; therefore the Euclidean area of the cylinder equals Stt^ (check this). Evidently, the total area is not altered by this deformation from torus to straight cylinder. Furthermore, the average of the Gaussian curvature K from Example 5.7.2 over the torus V equals If If cos9 / K(x)dx = —- / (2 + cos9)dad9 = 0. i^ area Illustration for Example 7.4.5: Torus Example 7.4.6 (Cap of sphere and kissing number). Let V be that part of the sphere {x e R^ | ||x|| = i? } lying inside the lateral surface of the cone given by the equation X3 = Jx^ +^2 ^^^ ^' ^^^ 0 < i/f < |-. In spherical coordinates for R3 X = r(cosacos9, sinacos0, sm9) (0 < r, —n <a<n, —— < ^ < —-),
504 Chapter 7. Integration over submanifolds the set V is described as the image under the mapping <p : (a, 6) i-> R{cosoicos6, sin a cos 0, sin0), where —n <oi<7i and t/^ < ^ < f. Now = i?(—sinacos^, cos a cos 0, 0), = i?(—cosa sin0, — sin a sin 0, cos6), = R^(cosacos^ 6, sinacos^^, cos0 sin0), = i?^cos6l. ■ ^{OL, 6) da — (a, 6) d(p d(p 3<P 3<p — X —(a, 6) 3a de And so are a(V) = / R^ cose da de = R^ f da f' J ~7T J ^ cos e de = 2nR^i\ -sinf). In particular, for i/f = 0, we find that the Euclidean area of a hemisphere equals 271 R^\ therefore that of the entire sphere equals An R^. We now give an application of the preceding calculation. Consider two spheres, say Si and S2, in R^ of radius 1 that have one point in common. The lines through the center of Si that are tangent to S2 form a conical surface, and the maximum angle between two of these tangent lines equals j. The solid angle subtended by S2 from the center of Si therefore equals 2n{\ — ^v3). This implies that in R^ a maximum of An 14 < n{2 - v^) = 8 + 4V3 < 15 unit spheres, pairwise having at most one point in common, can be tangent to a unit sphere. The actual maximum number, the so-called kissing number, equals 12; a proof of this is not altogether simple to give.' A configuration in which this number is realized is obtained by taking the 12 vertices of a regular icosahedron (eI'xoolv = twenty) of diameter 4 as the centers of spheres of radius 1. Then all of these 12 spheres are tangent to the sphere of radius 1 about the center of the icosahedron. Note r20-3 that the (^ = 30) edges of this icosahedron are of length /8 - ^ = 2.1029 ■ • •. In this configuration, therefore, the 12 spheres are not tangent to each other. ik ' See Chapter 12 in Aigner, M., Ziegler, G. M.: Proofs from THE BOOK. Springer-Verlag, Beriin and Heidelberg 1998.
7.4. Examples of Euclidean densities 505 Example 7.4.7. Let V be the surface in R"* that occurs as the intersection of the ellipsoid {x e R"* \x1-\-x\+xl + Sxj = 1}, with the cone [x e R"* \ x^ + x^ + x^ — xj = 0}. Subtracting the equations we see that x e V satisfies 1 X4 = ±-, hence 2 . 2 I 2 _ x^ ~r X2 ~r -^3 — 1 It thus emerges that V is the disjoint union of two spheres (of dimension two). We now have parametrizations 0± : ] -77:, 77: [ X J --, j[^ V' 1 (p±(oi, 6) = -(cosacosB, sinacos^, sin0, ±1). Then, for <p = <p±. d(j) 1 — (a, 6) = -(—sinacos^, cosacos^, 0, 0), da 2 d<p 1 — (a, 6) = -(—cosasin^, — sin a sin 0, cos 6, 0), d6 2 da cos^9 dd) 2 1 — (a, 6) de (^(«,.),^(«,.)) =0. Consequently, one finds from (7.18) d(p da (ct,e) d(j) de co^.^{a, 6) = Therefore it follows that V has Euclidean area cos 9 (ct,e) cos 6 f cos6i, ,^ i r , f^ ', I dade = - I da I y[-jr,jr]x[-f,f ] 4 2 y_;r J^z. COS ede = 2n. 1^ Example 7.4.8 (Newton's potential of a sphere). We employ the notation of the preceding Example 7.4.6 and that of Example 6.6.7. The Newton potential <pA of the sphere A = {x e R^ | ||x || = i? } is the zero function, because A is a negligible set in R^. However, if we now define the Newton potential <pA as an integral with respect to the Euclidean density coon A, then, for x ^ A, 1 /• 1 4-^ J A \\x-y\\
506 Chapter 7. Integration over submanifolds In view of the rotational symmetry of A we may assume that x = (0, 0, a), with a = \\x\\ ^ R. Upon introducing spherical coordinates we obtain, for y S A, y = R(cosacos9, sin a cos 0, sin0). Hence \\y - x\\ = v/i?2cos2 6l + (i?sin6l-fl)2 = s/R^+ a^-laRsinO. Therefore R'^cosB *« =i/!(/-! _ ^R^ + a^-2aRsm0 R~ d0 da 2a R -y/R^ + a^-2aRsme \' =—(-\R-a\ + R + a) J-f 2a r R —{-(R-a) + R+a) = R (a < R); 2a R /?^ —(-(a-R) + R+a)=— (a > R)- 2a a with the result that —R, if X inside A; (Pa(x) = p2 , if X outside A. Note that <pA can be continuously extended over A. ik Example 7.4.9 (Geometrical interpretation of Gauss curvature). The notation employed is that of Section 5.7. Let V be a C^ surface in R^. Let x e V be fixed and let B,. be the closed ball in R^ about x and of radius r. Then, with K{x) the Gauss curvature of V at x and n : V —> S^ the Gauss mapping, we have area«(Vng,) ATtx) = lim . (7.21) rio area(VnBr) Indeed, let <p : D,. ^ V r\ B,- be a parametrization of V (1 B,-. Note that, by restriction, this gives a parametrization of V (1 Br', for r' < r. Then no(p : D,. -^ niVnB,.) is a parametrization of the image set n(V (1 B,.). The tangent space to V (1 B,. at X = (j)(y) is spanned by the tangent vectors Di<p{y) and D2<j)(y), while the tangent space to n(V n B,.) at n(x) = n o (j)(y) is spanned by (see Formula (5.12)) Dj(no<P)(y) = Dn(x)Dj<P(y) (1 <; < 2). (7.22)
7.4. Examples of Euclidean densities 507 If i4 e Aut(R^), one has for u,v,w € R^, (Au X Av, Aw) = det(Au Av Aw) = det A det(u vw) = det A {u x v, w) = det A{u X V, A~^Aw )=detA{ (A~^y(u x v). Aw). That is Aux Av = det A (A-y(u XV). (7.23) Because we regard Dn (x) as element of End (T^ V) and because K (x) = det Dn (x), >3 , T>3 it follows from (7.22) and (7.23), with A : R^ ^^ R^ defined hy A\j. y = Dn(x) .± = I, that Di(« o <p)iy) X D2in o <p)iy) = K{x) {D,4> x D2<p)iy). and A\fj, y.± = I, that We obtain area«(VnB,) = f \K o<P(y)\\\(Di<p x D2<P)(y)\\dy, (7.24) JDr area(VnB,) = f \\iD„p x D2<p)iy)\\dy. JDr The assertion (7.21) now follows by application of an argument analogous to that of the Mean Value Theorem of integral calculus to the integral in (7.24). ik in. Hyperarea. (See also Example 5.3.11.) Let d = n — \, then V = im(0) is a C'^ hypersurface in R". According to Formula (5.3) one has detiD<P(yy o D<P(y)) = \\{D,(j> x • • • x D„^,(j>){y)f. Therefore o^4>iy) = WiD^cP X •. • X D„_i0)(>-)|| (>- e D). (7.25) In the case where rf = 2 (and son = 3), note the agreement between Formulae (7.20) and (7.25). In the case d = n — \the Euclidean density co is said to be the Euclidean hyperarea, and accordingly the integration with respect to co is said to be the integration with respect to Euclidean hyperarea. Therefore, for / Riemann integrable over V, I f(x)d„_,x = fifo <P)(y)UD,<p X ... X D„_,<P)(y)\\ dy. Jv Jd In particular, the Euclidean hyperarea of V is defined as hyperarea(V) = / rf„_ix, Jv if the integral converges. Note that the hyperarea of V is now defined independently of the parametrization of V.
508 Chapter 7. Integration over submanifolds Special case. Let D C R" ' be an open set and let 4>{y) = (y, h(y)), for a C'' function /?, : D —> R. One then has, on account of Formula (5.7), for every y € D, co^y) = ^l + \\Dh(y)p. Note that the special case in (7.17) follows from this equation. 1 We have cos f = — „^, , .,,T,,n- (l + ||D/7,(>')|p)V2 <P(y) + (0,l) ct>(y) + (-Dh(y)A) yn yi For the hyperarea cd^ (y)dyi ■ ■ ■ dy„_, of an element of the hypersurface y,, — h(y) =0 over a rectangle in R"~' with vertex y and edges of lengths dyu ..., dyn-i, one has approximately dyx--- dy„^ cos i/f; hence co^(y) = oi,l,iy) dyi ■ ■ ■ dy„^i ^ cos^ Illustration for 7.4.111. Hyperarea = {\^\\Dh(y)tyl^
7.4. Examples of Euclidean densities 509 Example 7.4.10 (Area of two-sphere). The unit sphere S^ in R^ is the union of two surfaces, determined as indicated above by the functions /2± : B^ i-> R, with B^ the closed unit disk in R^ and h±{y) = ±.yi - \\y\\\ We have Dh^{y) = --\-y, ^l + \\Dh^{yW= ^ h±(yy Vi - \\yP The two surfaces have the one-dimensional equator in common; accordingly, for the two-dimensional calculation of the area this is negligible. Consequently, by Example 6.6.4, area(S^) = 2 / , ^V = 2 / dcp f Jb^ Jl - llylp J-n Jo VF^ dr = An. 1^ r cos B da Illustration for Example 7.4.11 The shaded volume approximately equals r cos 9 da r d9 dr = r^ cos 6 dr da d6
510 Chapter?. Integration over submanifolds Example 7.4.11 (Hyperarea of three-sphere). The unit sphere S^ in R'' is the union oftwohypersurfaces, determined as indicated above by the functions/2± : B^ —> R, with B^ the closed unit ball in R^ and h±{y) = ±Vl - llylP. The two surfaces have the two-dimensional equator in common; for the three- dimensional calculation of the hyperarea this is negligible. Therefore we now have, as in Example 7.4.10, hyperarea(S^) = 2 / , dy. Parametrize B^ with ^ : (r,a,9) i-> r (cos a cos 0, sin a cos 0, sin0), 71 71 (0 < r < 1, —TT < a < 71, —— < 6 < —). Then (cos a cos 9 — sin a — cos a sin 0 \ / 1 0 0 sin a cos 6 cos a — sin a sin 0 I I 0 r cos 6 0 sine 0 cos^ / \ 0 0 r Hence det D^(r, a, 9) = r^cosB. By the Change of Variables Theorem 6.6.1, therefore hyperarea(S^) =2/ da \ ' cos6d6 \ dr J-. 7-1 Jo VT^ = 477: [sin61]^, / ( , - ^1 - rZ ) dr = 871- arc sin r r yfl-r^ _ 2 2^' ■ 1 = A7Z arcsin 1 = 27z^, where use has been made of the computation of the antiderivative as in Example 6.5.2. i^ Example 7.4.12 (Spherical coordinates in R"). Let S""' = {x e R" | ||x|| = 1} be the (n — 1)-dimensional unit sphere in R". Assume that 0 : D —> S"~' with D C R"~' open is a C' parametrization of an open part of S"~' having negligible complement (see Exercise 7.21.(vii) for explicit formulae). Then the mapping * : R+ X D ^^ R" given by *(r, y) = r(p(y)
7.5. Open sets at one side of their boundary 511 is a C' diffeomorphism onto an open dense subset in R", with D<^{r,y) = {(j>{y)\rD(j>{y)). Therefore we find |detDvI/(r,3;)| =r"-'|det(0W | D(j>{y))\= r"-'\AQ\~D(j>{y)l in the notation of Formula (7.14), because <p{y) is a unit vector perpendicular to I>0.)5"'~'- But then, by Formula (7.15) \A^\.D^{r,y)\=r"-'oi^{y). Hence it follows, from the Change of Variables Theorem 6.6.1 and Corollary 6.4.3, that for every / e Cc(R") (compare with Example 6.6.4), I f(x)dx = f r"-' I f(ry)d„^,ydr (7.26) = f f r"-'f{ry)drd„^,y. ^ 7.5 Open sets at one side of their boundary The Fundamental Theorem of Integral Calculus 2.10.1 on R asserts that, for C' functions / on [a, Z>] C R, / '' df a dX This establishes a relation between the integral over the open set ]a,b[ of the derivative of a function / on the one hand, and the values of that / at the boundary points b and a on the other. It is a characteristic feature of this relation that ]a,b[ is bounded by its boundary points a and b, and that the boundary points b and a are counted as positive and negative, respectively. In Section 7.6 we formulate an analog for R" of the Fundamental Theorem, applicable for suitable open sets Q in R". Admissible sets in that respect are bounded open sets Q which are bounded by their boundary dQ (see Definition 7.5.2), and whose boundary 9S^ is a C' manifold. At this point, recall that according to Formula (1.4) one has dQ = S^\S^, ifS^is open. Undesirable situations are outlined below. Note that in situation IV a point x° e dQ possesses an open neighborhood U in R" with UnQ = U\dQ. (7.27)
512 Chapter 7. Integration over submanifolds 0<0 Q Q d£i Q I: 9 fi note' II: 9 S^ image under HI: S^ unboundedIV: S^ not bounded immersion, not by 9S^ embedding Notation. Let Q. C R" be an open set that satisfies, in the terminology of Example 5.3.11, the requirement 9fi is a C* hypersurface in R" (Jfc > 1). According to the theory in that example, ^Q. can locally be described as follows. For every x° e 9S^ there exist an open neighborhood U of x° in R", an open subset D C R"~', and a C*" embedding 4> : D ^ W with d^r\U = imi^) = {^iy) \y€D}. (7.28) For X = <p{y) e ^Q.r\U the column vectors Dj<p{y) in the matrix D<p{y), for 1 < j <n — l,form a basis for rv(9^), the tangent space to 9^ atx. Letx° = (j)(y°), and let v e R" with v ^ T^o(dQ) be chosen arbitrarily, then det {v \ D<p{y°)) ^ 0 because of the linear independence of the occurring vectors. Now define One then has and so *:RxD^^R" by <if{t,y) = tv+ (j>{y). (7.29) Dvl/(f, y) = {v\ D(j>{y)) ((t, y) e R x D), (7.30) det D*(f, y°) ^0 (re R). (7.31) The Local Inverse Function Theorem 3.2.4 asserts that we can find ^ > 0 and that we can shrink D and U if necessary, in such a way that ^ : ] —^, ^ [ X D —> f/ is a C* diffeomorphism of open sets. (7.32) Note that dQr\U C *({0} x D); on the other hand tv + (p(y) = (p(y') edQr\U, with 1^1 < ^ and y, y' e D, implies f = 0 and y = y'. As a result we have dQnU = <i/({0} X D). (7.33) That is, dQ has now been flattened locally. Indeed, (7.33) asserts that in (t, y)- coordinates dQnU is given by the condition t = 0.
7.5. Open sets at one side of their boundary 513 Also, according to Example 5.3.11, there exists a C* function g : f/ —> R with Dg 7^ 0 on f/ and ^^f^U = Nig) = {x€U \gix) = 0}. (7.34) Theorem 7.5.1. For an open subset Q. C R" the following three assertions are equivalent. (i) ^Q.is a C^ hypersurface and for every x° e dQ there does not exist an open neighborhood U of x° in R" such that U H Q = U \ dQ (compare with (7.27)). (ii) For every x° e dQ and for every v e R" with v ^ 7^,.o(9S^), there exist U, ^, S and D as in notations (7.28), (7.29) and (7.32) with QnU = <ifQ-S, 0[x D) = {tv + <p(y) \-S <t <0, y € D} or QnU = <ifQO, S[x D). (iii) For every x° e dQ there exist U and g as in notation (7.34), for which QnU = {x eU \g(x)<0}. Proof, (i) ^ (ii). Let U be as in (7.32) and write Uo = {^(0,y)\y€D}, U± = {^(t,y)\\t\ <S,t^O,y€D}. From (7.33) we know already that dQ HU = Uq; and because Q (1 dQ = 0, it now follows that ^nU = i^nU+)Ui^nU^). We will prove that either ^(MJ = U+ or S^ n f/ = f/_. We may assume that D is a convex set in R"~' (this may require U to be shrunk). Because x° e Q one has QHU ^&; and this leads to either QnU+ ^ & or S^ n f/_ ^ 0. We now prove QnU±^& =;> QnU± = U±. (7.35) For the proof, let x = *(r, 3?) e S^ (1 U+, and assume x' = *(f', y') e U+ is chosen arbitrarily; then f > 0 and t' > 0. Next define, for s e [ 0, 1 ], the vector x(s) e f/ by x(s) = *((1 - s)t + St', (1 - ^)>' + sy').
514 Chapter?. Integration over submanifolds In particular, then, x(0) = x and x{\) = x'. Because t > 0 and t' > 0, it follows that {\-s)t + st'>0 (^£[0,1]); (7.36) which implies x{s) e U+, for ^ e [ 0, 1 ]. If x' ^ ^, the point xCcr) e U+ with a = swp{s e [0, 1] I x(s) e Q} would be contained in dQ (1 U. But in view of (7.33) and (7.36) this forms a contradiction, and so (7.35) does indeed follow. If the two sets Qr\U_^ and Qr\U^ are nonempty, we obtain ur\Q = u+uu^ = u\d^- but this was ruled out in (i). As a result, one has either Qr\ U = f/_|_ or f/_; and this is precisely (ii). (ii) ^ (iii). Define g = p^ o ^~\ where pi : x i-> Xi : R" —> R is the projection onto the first coordinate. Then g(x) = t if x = ^(f, y), and by Formula (7.31) it follows that Dg(x°) = p,o(D^(t,y°)r'y^O. Therefore g is a submersion in x°. (m)^(i). Lett/ C R" be as in (7.34). Consider the curve/ : t i-> x°+r gradg(x°) in R". We then have in view of Formula (2.18) g o y(0) = 0, (go yYiO) = II gradg(x°)f > 0 Hence )/(f) e U and g(y(t)) > 0, forO < ^ < ^, where ^ > 0 should be sufficiently small; and consequently y(t) ^ QU dQ; but this implies y(t)eU\dQ and yit)^Uri^, thatis, f/\aS^ y^U n^.
7.5. Open sets at one side of their boundary 515 Definition 7.5.2. We say that the open set ^ C R" at the point x° e 9S^ has a C'' boundary dQ and lies at one side of dQ, if any one of the equivalent properties (i) - (iii) in the preceding theorem is satisfied. If this is the case for every x° e dQ, we say that Q has a C'^ boundary ^Q. and lies at one side of dQ. O Now let X e dQhe such a boundary point, let v e R" with v ^ Tx(dQ). In terms of the function g in Theorem 7.5.1.(iii), there are two possibilities: (i) (gradgix), v) > 0 or (ii) (giadgix), v) < 0. As in part (iii) ^ (i) in the proof of the theorem, we see that in case (i) there exists, for every differentiable curve y in R" with y(0) = x and Dy(0) = v,aS > 0 such that (i)' y(t) eQ (S <t < 0), y(t) iQ. (0 < t < S); in other words, y leaves Q via the boundary. In case (ii) we have instead of (i)' (ii)' y(t) iQ. (S <t < 0), y(t) eQ (0 < t < S); that is, y enters the set Q via the boundary. This makes conditions (i) and (ii) independent of the choice of the function g in Theorem 7.5.1 .(iii). We recall the definition from Example 5.3.11 of a normal n(x) to dQ at x n(x) _L T,(dQ) and ||n(x)|| = 1. Illustration for Definition 7.5.3: Outer and inner normals Definition 7.5.3. Assume the open set Q has a C^ boundary dQ and that Q lies at one side of dQ. If x e dQ, v e R", v ^ Tx(dQ), we say that v points outward from Q if condition (i) or (i)' above is met; or that it points inward in Q if (ii) or (ii)' above holds. In particular, the outward-pointing normal to 9 S^ at x, notation v(x), is said to be the outer normal to dQ at x; the other normal, —v(x), is said to be the inner normal to 9S^ at x. Thus, these normals are defined independently of the choice of the function g in Theorem 7.5.1 .(iii). O
516 Chapter?. Integration over submanifolds Lemma 7.5.4. Let Q. C R" be an open set having a C^ boundary 9^ and lying at one side ofd^. Let x e 9^ and let v e R" with v ^ r,.(9fi) be pointing outward from Q.. Condition (ii) in Theorem 7.5.1 then takes the following form: QnU = <ifQ-S,0[x D) = {tv + <p(y) \-S < t <0, y € D}. The outer normal v(x) to d^ at <j)(y) = x, with the substitution of —yi for the variable yi when applicable, is given by KHy)) = \\{D,(j> X .. • X D,_,(j>){y)r\D,(j> X .. • X D,_,(j>){y) e R". (7.37) In what follows it will invariably be assumed that the outer normal is given by Formula (7.37). Furthermore, then det D^{t, y) = {v, {D,4> x • • • x D„_,4>){y)) > 0 {{t, 3;) e R x D). (7.38) In the special case ofx = <p{y) = {y, h (y)), for a C^ function /z : D —> R, one has v(x) = (-1)"-'(1 + \\Dh(y)fr'^\-Dh(y), 1) e R". (7.39) Ifd^ is locally described as in Theorem 7.5.1.(Hi), then v(x) = II grad g(x) r' grad g(x) e R". (7.40) Proof. By Formula (5.5), Equation (7.37) is correct to within its sign. When this cross product yields the inner normal, we replace the variable yi in the embedding <P by —y\, as a result of which the cross product changes its sign. Formula (7.38) follows from (7.30). Further, (7.39) is derived from (5.6). And finally, (7.40) follows in a straightforward manner from Example 5.3.11, plus the fact that the direction of grad g(x) is the direction in which, starting at x, the function g increases the most rapidly, see Theorem 2.6.3.(i). □ Remark. In the considerations above, gradg(x), for x e dQ (1 U, plays an important role. Note that Exercise 4.32 implies that, for all x e dQ (1U, the vector gTadg(x), to within a scalar factor f(x) ^ 0, is uniquely determined by the set 9fi n f/ = {x e f/ I g(x) = 0}. Since the function / is continuous on dQ (1 U, it further follows that the sign of / is constant on the connected components of dQnu. Remark on the description of a boundary. Given a point x° in an (n — 1)- dimensional C* hypersurface 9 S^ in R", there are various customary ways to describe a full neighborhood of x° in R".
7.5. Open sets at one side of their boundary 517 (i) Describe ^Q. near x° as the image under a C'^ embedding <p, and move away from ^Q. following a fixed direction v e R" which at x° is transverse to 9S^ (this is the situation described in Lemma 7.5.4), that is X = *(f, y) = tv +(p(y) with V ^ T^o(dQ). (ii) Describe dQ near x° as the image under a C^ embedding (p, and move away orthogonally with respect to dQ, that is (see Exercise 5.11) X = ^(t, y) = tv{<j)(y)) + <j)(y). (iii) Describe dQ near x° as the image under a C^ embedding (p, and move away from 9S^ by following a transverse C^ flow, that is (see Section 5.9) 9<1> X = ^(t, y) = ^'(,p(y)) with ^(0,x°) ^ r,o(9S^). at The situation in (i) is a special case of this. (iv) Describe dQ near x° as zero-set of a C^ submersion g, and apply the Submersion Theorem 4.5.2.(iii); this gives g(x)=t ^:^ x = ^(t,y). In all of these cases ^ : R x R"~' D-> R" is a C^ diffeomorphism (except in (ii), where one merely obtains C^~^). In case (iii) the proof is obtained, as for (i), by using the Local Inverse Function Theorem 3.2.4. Example 7.5.5. Assume a, b and c > 0, and let V be the ellipsoid in R^ 2 2 2 V = {X e r3 I g(x) = ^ + ^ + ^ - 1 = 0}. a/^ b^ c^ Let (i(x) be the distance in R^ from 0 to the geometric tangent plane x + TxV io V atx. Then J- = ^(gradg(x), v{x)) {X e V). (7.41) d{x) 2 Indeed, Dg{x) = 2{^, %, ^), and so 1 X,h\ Xnhn X-ih-i hsT^V ^-^ -(gradg(x), /7,) = -^ + ^ + ^ = 0. 2 a/^ b^ c^ Because k e x + Tj. V if and only \fk — x e Tv V, it follows that „, x\ki xiki xsks x + T,V = {keR'\^ + ^ + ^ = l}. (7.42) a/^ b^ c^
518 Chapter?. Integration over submanifolds Since v{x) is perpendicular to Tx V and has unit length, d{x) is determined by the requirement dix)v{x) €x + T^V. One has , ^ 1 /X\ X2 xi\ . , , ^ Ixl; Xo xl Therefore, according to (7.42), ,, ^ , ^ d(x) /xf Xy x^\ d(x)c(x) = ^-^(4 + 4 + ^) = 1- c(x)\fl4 M cV Consequently, (7.41) results from _i . ._ . s2_!i //fi ^ ^\ J_/fi :^ i^U ^v d(x) -'^W-C(X) ^^^^ -Ua2' ^2' c2J' c(x)lfl2' ^2' c2J/- 7.6 Integration of a total derivative Now we are prepared enough to prove the following: Theorem 7.6.1 (Integration of a total derivative). Let Q C R" be a bounded open subset having a C' boundary dQ and lying at one side ofdQ. Let v(yy be the outer normal to dQ at y e dQ considered as a row vector, and let d„^iy be integration with respect to the Euclidean (n — \)-dimensional density on the C' hypersurface dQ. Let f : Q —> R be a C^ function such that f and its total derivative Df : Q —> Lin(R",R) ~ R" can both be extended to continuous mappings on Q. Then the following identity of row vectors holds in R", where the integration is performed by components: f Df(x) dx= f f(y) v(yy d„^,y. (7.43) Jn Jan Remarks. According to Corollary 6.3.8, the boundary dQ is an n-dimensional negligible set in R", and therefore, by Theorem 6.3.2, Q is Jordan measurable. Hence, the integral on the left-hand side in Formula (7.43) is well-defined. By taking the j-th component in (7.43), for 1 < J < n, we find f Djfix) dx= f f(y) vj (y) d,,^,y. (7.44) Jn Jan Further, Formula (7.43) is equivalent to the assertion f Df(x)v dx= f f(y) { v(y), v ) d„^,y {v e R"), (7.45) Jn Jan
7.6. Integration of a total derivative 519 and also to giad f(x)dx= f(y)v(y)d„-iy. Jn Jan 'S2 Jd^ Let n = 1 and Q = ]a,b[. Then 3^^ = {a,b}, v(a) = -1, v(b) = +1. Integrating a function over a point (a zero-dimensional manifold) with respect to the Euclidean zero-dimensional density is, by definition, tantamount to evaluating the function at that point. Therefore the Fundamental Theorem of Integral Calculus on R is a special case of (7.43), f ^(x)dx=f f(y)(-l)day+ f f(y)(+l)doy = f(b)-f(a). Ja "-^ J{a] J{b] Proof. We first demonstrate that, for every point x e Q = S^U9S^, we can find an open neighborhood Ux of x in R" such that Formula (7.45) holds for functions / as specified in the theorem, if moreover these functions satisfy supp(/) C f/.v Since both sides of Equation (7.45) depend linearly on i; e R", it suffices to prove that formula for vectors v belonging to a basis for R". Note that the choice of that basis may depend on the point x considered. Case I. Assume x e Q. Because Q is an open set in R", we can find vectors a and b € Q such that x € Ux := [y € R" \ aj < yj < bj (1 < 7 < n)} C fi; and therefore Ux H dQ = 0. We now successively choose v = ej, the standard j-th basis vector in R", for 1 < j < n. For a function / as in the theorem, also satisfying supp(/) C Ux C fi, (7.46) Corollary 6.4.3 gives / Djf(x)dx= / Djf(x)dx J^ Jr" = I ■ ■ ■ I I Djf(x)dxj dxi ■ ■ ■ dxj_i dxj_^_i ■ ■ ■ dx„. On account of (7.46) one has, for fixed (xi,..., Xj_i, Xj+i,..., x„), J {Xi,..., Xj_i, Xj, Xj_^_l,...,x„)^{J ^^ aj < Xj < bj. (7.47) Therefore, application of the Fundamental Theorem of Integral Calculus on R to the function Xj i-> /(x,,..., Xj_i, Xj, Xj_^_l,..., x„), defined on [a^, bj], gives / j J V 15 ■ ■ ■ 5 J' ■ ■ ■ J -^n) "■■^j = f(xi,..., bj,..., x„) - f(xi,..., aj,..., x„) =0-0 = 0.
520 Chapter 7. Integration over submanifolds Consequently, (7.47) implies Djf(x)dx =0. / On the other hand, / = 0 on 9^ under the assumption (7.46), and therefore one also has Jan which proves (7.44) in this case. Case n. Assume x e dQ. In this case we select each of the basis vectors v such that V is not included in Tx(d^) and points outward from Q. This we do by choosing a basis (hi,..., /7„_i) for the linear subspace Tx(dQ) of dimension n — 1, and vq ^ Tx(dQ). The vectors vi = hi + vq, ..., i;„_i = /7,„_i + vq, v„ = vq then form a basis of R". They are not contained in T^(dQ), and after changing over to their opposites if necessary, we may assume that they point outwards from Q. Now successively consider v = Vj, for I < j < n. By Lemma 7.5.4, the pair (x, v) defines an open neighborhood U = U(v) ofx;let^ ■]—S, 0[xD—> QHU with \i/(t,y) = fi;+0()') be the corresponding C' substitution of variables. Application of the Change of Variables Theorem 6.6.1 to a function / as in the theorem, with / moreover satisfying supp(/) C ^ n f/, gives I Df(x)vdx= I Df{<i/(t,y))v\detD<i/(t,y)\dtdy. (7.48) Jn J]-5,0[xD Now, by the chain rule and Formula (7.29), 9* 9(/o*) D/(vI/(r, y))v = Df(^(t, y))—(t, y) = ''. \t, y). (7.49) dt at And by means of (7.38) we find I det D^it, y)\ = (V, {Di4> x • • • x D„^,4>){y)) {{t, 3;) e R x D); (7.50) note that the expression on the right-hand side is independent of ^. Then use Corollary 6.4.3, (7.49) and (7.50), subsequently the Fundamental Theorem of Integral Calculus on [ —^, 0 ], plus the fact that (/ o ^) (—^, y) = 0, to write the right-hand side in (7.48) as LL ° 9(/°*) -{t, y) dt { V, {D,4> X ... X A,-i0)(>')) dy at if o vl')(0, y) {{D,4> X ... X D„^,4>){y), v) dy -L = if o <j))(y){ (v o (j))(y), V ) co^iy) dy = f(y) { v(y), v ) d„^iy. Jd Jan (7.51)
7.6. Integration of a total derivative 521 The penultimate identity follows because of Formulae (7.37) and (7.25). Combination of (7.48) and (7.51) now gives (7.45). By intersecting the neighborhoods U(Vj) of X, for 1 < 7 < n, we find the desired open neighborhood U^ of x in R". End of Proof. Q is compact, according to the Heine-Borel Theorem 1.8.17. By virtue of Theorem 6.7.4 there exists a C' partition {xi I i € / } of unity on Q subordinate to the open covering {Ux \ x e S^} of Q. Because Formula (7.43) has been proved above, for / replaced by Xi f, for every i e I, summation over i e / gives Formula (7.43) for /, since X!,g/ Xi = 1 on S^ and therefore also D(j:,.^jXif) = DfonQ. ' □ Corollary 7.6.2 (Integration by parts in R"). Assume Q and f to be as in the theorem above, and assume g satisfies the same conditions as f. Then, for I < j < n, f Djf(x)g(x)dx= I (fg)(y)vj(y)d„^,y- f f(x)Djg(x)dx. Jn Jan Jn Proof. Replace / by fg in Formula (7.44) and apply Leibniz' formula Dj(f g) = gDjf + fDjg. ' □ ■I- i * Illustration for Remark in Section 7.6
522 Chapter 7. Integration over submanifolds Remark. It is also possible to prove Theorem 7.6.1 starting from / Df(x)vdx = / lim-(f(x + tv)- f(x))dx J SI J SI '^° t = lim-(/ f(x + tv)dx— I f(x)dx) '^° t y^i' J SI ' = lim-( / f(x)dx— I f(x)dx]. Here v e R" is a fixed vector and fi + ni = [x + tv \x € ^}. Where Q+tv and Q overlap, the integrals cancel each other; what remains, therefore, is an integral over a strip along the boundary. To first-order approximation in t, the thickness of this strip at a point y e dQ equals t {v(y),v), where {v(y),v) < 0 corresponds to a region where the strip is to be counted negative. If, finally, it can be shown that the integral over a strip along the boundary, of thickness S, to first- order approximation (for ^ s|, 0) equals S times the integral over the boundary with respect to the Euclidean density, the proof will be completed (see the Motivation in Section 7.3, and Exercise 7.35.(iii)). The advantage of this proof is that it is more transparent geometrically, and furthermore that it provides an interesting additional interpretation of integration over an (n — l)-dimensional manifold with respect to the Euclidean density. The price to be paid is, of course, that at several stages limit arguments will have to be given, in which uniform convergence may be expected to play an important role. A fully detailed proof along these lines will therefore be of considerable length. In our development of the theory the formula below will serve as justification for this line of reasoning. Let the notation be that of Example 6.6.9. Let v e R", and choose ^'(x) = x + tv, for (t, x) e R x R"; then i/f (x) = v and div i/f (x) = 0, for X e R". By combining the transport equation (6.22) and Theorem 7.6.1 we find d_ It f f(x)dx= f Df(x)vdx= f f(y)(v(y),v)d„_iy. (7.52) r=0 Jsi+rv J SI JdSl 7.7 Generalizations of the preceding theorem In many of the applications envisaged, the conditions of Theorem 7.6.1, such as those relating to continuity of / and Df on Q, or those relating to smoothness of the boundary dQ, are not fully met. The assumption concerning the continuity of Df on Q may be relaxed. It is sufficient to assume that / is continuous on Q, and that x i-> Df(x)v, with V e R", is continuous on Q and absolutely Riemann integrable over Q. Indeed, in
7.7. Generalizations of the preceding theorem 523 Formula (7.51) may be replaced by I L ° 9(/ o *) dt The arguments from the proof can be applied to this integral, and in the resulting identity we finally take the limit for e s|, 0. This leads to (7.43), without the continuity of Df up to and including the boundary having been needed. In addition, the assumption that 9^ is a C' hypersurface may be relaxed; it is sufficient that the nondifferentiability of 9S^ be localized in a "relatively small" subset S of 9S^. Begin by assuming that S is a closed (and hence compact) subset of 9S^ such that is in fact an (n — l)-dimensional C' manifold, with Q. at one side of W at each point of W. The idea is to approximate / by functions whose support is disjoint from S, because Theorem 7.6.1 does apply to such functions. In order to limit the number of technical complications, we assume that / and Djf can both be extended to continuous functions on Q., for 1 < _/ < n. Now assume the subset S of 9^ satisfies the following condition: for all e > 0 and for every open neighborhood f/of S in R" there exist an open neighborhood f/' of S in R" and x £ C'(R") with f/' C f/, 0 < X < 1, X = 1 on f/', supp(x) C U, I XM dx < €, I II grad xMW dx < e. (7.53) Because supp ((1 — x) /) H S = 0, one has, by Theorem 7.6.1, f Dj((l - X) f)(x)dx =/"((!- X) / ^j)(y)d„^iy. (7.54) Let II ■ II be the uniform norm on the linear space of bounded functions on Q, with \\g\\=sup{\g(x)\\xeQ}, then, by Leibniz' rule, I f Dj(xf)(x)dx < f \(Djx)(x)\ \f(x)\dx + f x(x) \(Djf)(x)\dx 'Jn Jn Jn < 11/11 f \(Djx)(x)\dx+\\Djf\\ f x(x)dx <e (11/11+ l|£',/ll).
524 Chapter 7. Integration over submanifolds As a result, the left-hand side in (7.54) converges to f^(Djf)(x) dx, if e ], 0; and the right-hand side in (7.54) converges to /w(/ Vj)(y) di,^iy, if U shrinks to S. We now wish to replace condition (7.53) on S by one that is more easily verified in practice. This problem has a new aspect in that we now also need to control the magnitude of the partial derivatives of the bump function x. and the support of x as well. A number of pertinent remarks follow; in fact, these are part of a theory of simultaneous uniform approximation of a function and of its derivatives (see also Exercise 6.103). Choose a C' function i/f e Cc(R") (see Definition 6.3.6) such that f>0; fix)=0 (||x|| > 1); I f{x)dx=\. Next define, for t > 0, the function fr : R" ^^ R by f,(x) = t~" f(t~^x). Then f^(x) = 0 (||x||>f); f f,i.x)dx=( f{t~^x)d{t~^x) = \. Jr" Jr" Subsequently define, for every g e C(R") and f > 0, the function gr : R" —> R by (compare with Example 6.11.5 on convolution) gri-x) = g* f,{x) = g(x- y) i/r(y) dy=\ ft{x - y) g{y) dy. (7.55) JR" Jr- Note that the integration in (7.55) is in fact over a subset of supp(T/fr); that is why gr is well-defined. It follows immediately that \grM\< f \g(x-y)\tr(y)dy<\\g\\ I f,{y)dy=\\g\\ (xeR"); that is ll^rll < \\g\\ {t > 0). (7.56) Using the Differentiation Theorem 2.10.4 or 6.12.4 and Theorem 2.3.4 one proves that g, is a C' function on R", with {D^g,){x)= f (Djf,)(x-y)g(y)dy. Jr" Because {Djft){x) = t~" Dj{x i-> f{t~^x)) = t~"~^{Djf){t~^x), this leads to \{Djg,){x)\ < f-"-' f \{Djf){t-\x - y))\ \g(y)\dy Jr" <r'\\g\\ f \(Djt)(t~\x-y))\d(t~'y) Jr- <r'\\g\\ f \\giadt(y)\\dy=:t~'\\g\\k. Jr"
7.7. Generalizations of the preceding theorem 525 Therefore WJ^M < r' \\g\\ k (1 <;•<«, r > 0). (7.57) We now recall the sets S^ = {y £ R" | there exists x e S with Hx — 3?|| < ^ }, for ^ > 0, defined in Lemma 6.8.1. Again, every Sb is compact in R". Suppose U is an open neighborhood of S in R", then by Lemma 6.8.1 there exists a ^ > 0 such that S2S C U. Hence S C S^ C int(S25) C U, where int(S25) is an open covering of Ss. Applying Theorem 6.7.3 we find a continuous function Xs : R" —> R with 0 < Xa < 1, xa = 1 on Ss, suppCxs) C Sib- (7.58) Next we define, for 0 < f < ^ (compare with (7.55)), XsA^) ■■= iXsUx) = f My)X5(x - y)dy (x e R"). Now let X e R" with Xs.ti-'^) ¥" 0. This can only occur if there exists y e R" with ft(y) > 0, Xs(x -y)>0- that is, \\y\\ <t, x-y € Sis- Consequently, there exists z ^ S with ||x — y — z|| < 2S, and so \\x -z\\ = Ux-y-z) + y\\ <\\x-y-z\\ + \\y\\ <2S + t. That is supp(x5,r) C S2s+r; in particular, supp(DjX5,r) C Sis+r (1 < 7 < «)■ (7.59) From (7.59), (7.57) and (7.58) it then follows, for I < j < n. L outer measure(S25+r) .(.DjXsj)(.x)\dx < ||DjX5,rll-outermeasure(S25+r) <^ . R« t Setting ^ = I one obtains f outer measure(S's^/9) / \(DjX5,5/2)(x)\dx<5k '''^\ (7.60) Moreover, from (7.56), (7.58) and (7.59) Xs,s/2(x)dx < outer measure(555/2). (7.61) L Definition 7.7.1. A compact subset S of R" is said to be (n — \)-dimensional negligible if outer measure(Sx) _ lim ;; -^ = 0. O 54,0 S
526 Chapter 7. Integration over submanifolds One now obtains from (7.60) and (7.61): Lemma 7.7.2. Let S C R" be compact in R" and (n — l)-dimensional negligible. Then S satisfies (7.53). One readily verifies that Si U S2 is an (n — l)-dimensional negligible set if Si and S2 are; and further, that a compact subset S of an (n — 2)-dimensional manifold in R" is an (n — l)-dimensional negligible set. Indeed, on the strength of Theorem 4.7.1 one has, locally at least, S C {(hi(y), h2(y), y)€R"\y€Dc R""' open, /z,- e C(D, R) (1 < / < 2)}. Because \\(xi,X2,y)-(x[,x!^,y')\\ <S =^ |x,-x;|<^, ||>'-yil<^, one certainly has Ss C {(xi, X2, y) e R" I \xi - hiiy)\ < S (l < i <2), y € Ds}. This implies outer measure(S5) < / dy I dxi I dx2 Jds Jh,(y)-S Jh2(y)-S = 4S^vol„^2(D5) = 0(S^), no. As a result outer measure(S5) o This also makes the finite union of compact subsets of (n — 2)-dimensional C' manifolds in R" an (n — l)-dimensional negligible set, for example, the edges of a cube in R^. The following generalization of Theorem 7.6.1 has now been proved. Note that on the strength of this generalization (the interior of) all known figures from the box of bricks (rectangle, part of cylinder, part of cone, bridge etc.) qualify as Q. Theorem 7.7.3. Let Q C R" be a bounded open subset with boundary dQ. Let S be a closed subset ofdQ such that S is an (n — \)-dimensional negligible set, d'Q = dQ\S aC^ manifold in R" of dimension n — 1, and Q lies at one side ofd'Q at each point of d'Q. Let f : Q —> R be a C^ function such that f can be extended to a continuous function on Q, and its total derivative Df : Q —> Lin(R", R) ~ R" is continuous and absolutely Riemann integrable over Q. Let v and d„.-iy be as in Theorem 7.6.1, but now defined with respect to d'Q. Then f Df(x)dx= I f{y)v{y)'d„-iy
7.8. Gauss'Divergence Theorem 527 7.8 Gauss' Divergence Theorem In vector analysis one applies variants of Theorems 7.6.1 and 7.7.3 to vector-valued functions. Hence the following: Definition 7.8.1. Let U be an open subset of R" and let f = (fi,..., f„) : U ^ R" be a mapping. Such a mapping is often referred to as a vector field on U, particularly when / is regarded as a mapping which assigns to x e f/ a tangent vector /(x) in the tangent space TfU to U at x, where, for all x e f/, the latter space is identified with R". In other words, the image vector f(x) e R" is seen as an arrow in R", originating at x e f/ and with its head at x + /(x) e R". O Example 7.8.2. Examples of vector fields are •AC' diffeomorphism <!):[/—> V, with U and V open subsets in R". • The gradient vector field (see Definition 2.6.2) gmdg= J2 Djgej:U^R\ associated with a C' function g : f/ —> R. Note that the definition of grad g seemingly depends on the choice of coordinates on R". However, this is not actually the case, in view of the characterization of grad g(x) as the vector in R" that points from x in the direction of steepest increase of the function g, and whose length equals the rate of increase in that direction (see Theorem 2.6.3). Exercise 3.12.(iii) contains formulae for the gradient vector field with respect to arbitrary coordinates. • The tangent vector field of a one-parameter group of diffeomorphisms (<I>')r6R on R", as defined in Formula (5.21). liV Let / : f/ —> R" be a C' vector field; one then has the total derivative Df(x) e End(R"), for every x e f/. Further, we recall the trace tr Df(x) of Df(x), defined as the coefficient of —A."""' in the characteristic polynomial, of Df(x) det (XI - Df(x)) = X" - X"-^ tr Df(x) + ■■■ + (-1)" det Df(x). (7.62) The definition of tr Df(x) is most obviously independent of the choice of coordinates on R"; with respect to the standard basis in R" we find trD/(x)= J2 ^jfj^"") (x€U).
528 Chapter 7. Integration over submanifolds Definition 7.8.3. Let U be an open subset of R", and let / : f/ ^^ R" be a C^ vector field. Then we define the function div / : f/ —> R, the divergence of the vector field f, by div/ = trD/= J2 Djfj- The operator V (this symbol is pronounced as nabla or del; the name nabla derives from an ancient stringed instrument in the shape of a harp) is the n-tuple of partial differentiations In particular we have the formal notations, with g e C'(f/), and / e C^(U, R") a vector field, Vg = gmdg; ( V, /) = V . / = ((Di,..., D„), (/j,..., /„)) = div/; A := ( V, V) = V • V = Y^ D]. Here A is the Laplace operator, or Laplacian, acting on g e C^{U) via I — \ 9xi 9 V 9x„ / ( D,\ \ D„ J Ag = divigrsid g) = J^ DJg. (7.63) (See Exercises 3.14 and 7.60, and 3.16 and 7.61, for formulae giving the divergence and the Laplacian, respectively, with respect to arbitrary coordinates.) O Example 7.8.4 (Newton vector field). Define the vector field / : R" \ {0} -^ R" by 1 fM = irir^' that is, fj(x) = -^ (!<;■< «)• Using Example 2.4.8 we get Dj/j(x) = j-qpr— „;(,.;, for 1 < j <n. Consequently div/(x) = n n\\x\ ||«+2 = 0 (x e R" \ {0}). Note that if n > 2 (see Exercises 2.30.(ii) and 2.40.(iv)) /(x) = gradf -V and so a( A=0 on R"\{0}, ■' ^ \2-n \\x\\'-^/ VII • ll"""V
7.8. Gauss'Divergence Theorem 529 while for n = 2 /(x)=gradlog||x||, and so A(log || • ||) = 0 on R'\ {0}. Indeed, combination of the condition f{x) = grad g(x) and the assumption g(x) = ^o(lkll) gives, for 1 <J<n, i7 = ^o(lkll)^= hence g'^(r) = r'~" and goir) = The vector field 1 r^-", n>2; 2-n log r, n = 2 X t-^ ■ X : R" \ {0} -^ R" IS"-'MixII" ^' ' is said to be the Newton vector field; in this connection, see Exercise 7.21.(ii) for |S"-'| :=hyperarea„_i(S"-'). tV We employ the notations of Section 7.6. Henceforth consider a C' vector field / : S^ —> R", instead of a function / : S^ —> R, as we did in Section 7.6. For y e dQ we introduce (/ v')(y) e End(R"), the matrix of which is equal to the matrix product of the column vector f(y) e R" and the row vector v(yy e R"; that is / My)^i(y) ■■■ My)^„(y)\ if v')iy) = : ^ h ^^^^"' ^^ \ /«iy)L'liy) ■■■ fn(>')v„iy) } This implies tr(/ v') = (/, v) : dQ —> R. Applying Formula (7.43) we find the following identity of elements in End(R"), or matrices in Mat(n, R), where the integration is performed by coefficients: f Df(x)dx= f (fv')(y)d„^iy. Jn Jan Forming the traces on the left and on the right, we obtain the following: Theorem 7.8.5 (Gauss' Divergence Theorem). Let Q c R" be as in Theorem 7.6.1 or 7.7.3. Let f : Q. ^ W be a vector field whose component fi^nctions ft, for 1 < z < n, satisfy the conditions from Theorem 7.6.L Then I div f(x)dx= I {f,v)(y)dn-iy, where the integration on the right-hand side is performed over dQ or W, respectively.
530 Chapter 7. Integration over submanifolds y + f(y) (/(>'), 1^0')) Illustration for Gauss' Divergence Theorem (/(y). ^(y)) dn-iy is the volume of the cylinder whose base plane has area d„_iy, and whose height equals the length of the normal component of the vector field f{y), that is, equals the length of the component of /(>') orthogonal to the base plane; this is an approximate description, of course Definition 7.8.6. Let V C R" be a C' hypersurface for which a continuous choice y i-> v{y) of a normal v{y) at the points y e V has been made. Let / : V —> R" be a continuous vector field. Then ih&flwc of / across V with respect to the choice of V is defined as (see Formula (8.32) for additional details) L {f.v)(y)d„-iy. o The Divergence Theorem can be formulated in words as follows. The integral of the divergence of a vector field over an open set Q equals the flux of the vector field through the closed hypersurface dQ with respect to the outer normal. The Divergence Theorem explains why the divergence of a vector field is also known as the flux of the vector field across closed surfaces per unit enclosed volume. 7.9 Applications of Gauss' Divergence Theorem Example 7.9.1. Let S^ = {x e R" | ||x|| < 1}, then Q = B" and dQ = S""', and v(y) = y is the outer normal to S"~^ at y e S"~^. Consider the vector field / : R" —> R" given by /(x) = x. Then div/(x) = n, and Gauss' Divergence Theorem yields (compare with Exercises 7.21.(iv) and 7.45.(ii)) nvol„(B")= / div f(x)dx= I (i„_i)'= hyperarea„_j(S""~'). Jb" Js—i
7.9. Applications of Gauss'Divergence Theorem 531 More generally, let Q C R" be an open set that satisfies the conditions of Theorem 7.6.1 and is contained in a ball of radius r. Then placing the origin at the center of the given ball and noting that | (/, y )(>')| < r, for y e dQ, we obtain n vol(S^) < r hyperarea„_j(9S^). ik Example 7.9.2. We return to Example 7.5.5, that is a^ b^ c^ and d{y) is the distance from the origin to the geometric tangent plane y + Ty{dQ.). From Formula (7.41) it follows that C 1 , 1 /" ,. , ^ s , 4n /ab be ca\ / -7TTd2y = - (iwgmdg(x)dx = —[ \ h—). Jasi d(y) 2Jsi 3 \ c a b / Indeed, / 1 1 1 \ _ Anabc A.W = 2t + ^ + ^), vol3(^) = ^-; for volsC^^) use the substitution ^ : (r, a, 9) i-> r (a cos a cos 0, Z>sina;cos0, csin^), satisfying det D^(r, a, 9) = aba r^ cos 0. In particular, iffl = Z> = c=l, then Q. = B^, dQ = S^, and d(y) = 1, for all y e 9^. Thus follows (compare with Example 7.4.10) area(S^) = f d^y = —(1 + 1 + 1) = 477:. ik JdQ. 3 Example 7.9.3. Let / : R^ ^^ R^ be the vector field with f{x) = (Xixf, xfx2 - x|, lXiX2 + X2X3), letfl > 0, and let V be the half sphere in R^ with V = {y e R^ | \\y\\ = a, y^ > 0}. Then the following applies to the flux of / across V with respect to the choice v(y) = iyJory e V: (A^Ky)d2y = ^. (7.64) 'V Indeed, we have div/(x)=x| + xf+x|= \\xf. Therefore, let Q be the open half ball in R^ I Q = {x sR'' \ \\x\\ <a, X3>0]
532 Chapter 7. Integration over submanifolds Then 9S^ = Vj U Vz U S, with Vi = V, V2 = {y€B?\y\ + yl<a^,y^ = 0}, S = {>'eR3|>'? + >'| = fl^ >'3 = 0}. Then S is a one-dimensional submanifold in R^, and therefore a two-dimensional negligible set in R^. One has accordingly, with v{y) now the outer normal to 9S^ aly, T f {f,^)(y)d2y= f \M\^dx. Now we may write (see Example 7.4.11) / \\xfdx= da cosOdO / r'^dr = 2n\ smOy — =——. Concerning the calculation of the integral over the subset V2 in the plane xj, = 0, we note that for y e V2 one has v(y) = (0, 0, —1), and further d2y = dyi dy2. It follows, therefore, that / {f,v)iy)d2y = -2yiy2dyidy2 yi / , yi dy2 dyi = 0, •a ./ —*/fl-—vr because the integrand in the inner integral is an odd function. This yields (7.64). Note that we have avoided calculating the integral over V by means of a parametriza- tion of V. i>[ Example 7.9.4 (Flux of Newton vector field). Let / : R" \ {0} -^ R" be the Newton vector field from Example 7.8.4, with f(x) = ,' . .„ x, and div / = 0. i"^ 111-^11 Further, let S^ be an open set in R" that satisfies the conditions of Theorem 7.6.1 or 7.7.3. Then (see Example 8.11.9 for a generalization) f f 1, Oefi; / {f,v)(y)d,,-iy=\ Jsi^ [ 0, O^Q. Indeed, if 0 £ fi, there exists a number r > 0 such that the sphere S"~^(r) in R" about 0 and of radius r is entirely contained in Q. Let S^' C ^ be the open set bounded by S"~^(r) and dQ. Because 0 ^ fi', we may write 0 = /" div fix) dx= f if, v)iy) dn^iy + f (/, i;)(>') d„. Jn' Js"-\r) Jan ly-
7.9. Applications of Gauss'Divergence Theorem 533 We now have, for y e S"~^(r), that v(y) = — iTt}', and so Therefore j5"-'(r) I'J K Js"-\r) Example 7.9.5 (Heat equation). In physics the transfer of heat to a body S^ c R^ of constant mass density m, whose temperature at point x e Q and time f e R equals T(x, t), is described, in first approximation, by the following laws. (i) The amount of heat, A Q, required to raise the temperature of the part x + Ax of Q, during the interval of time from t to t + At, from T(x, t) to T(x, t) + AT(x, t), is proportional to the mass mAx of x + Ax, and to the temperature difference Ar(x, ^). That is, there exists a constant ci > 0 such that AQ = Cim Ax AT(x, t). (ii) Let y + Ay be a part of the boundary ^Q. of Q., with outer normal v{y) at y, and of area A2>'. Then the amount of heat, AQ, moving inward during the interval of time from f to ^ + A^ across the part y + Ay of 9 S^ is proportional to the following three quantities: (a) the interval of time At, (b) the variation of T in the direction of v{y), that is, to D„(y)Tiy, t) = DyT(y, />(>') = (grad^, T(y, t), v(y)). (This is because the flow of heat is caused by temperature differences, and then takes place from hot to cold, its magnitude being proportional to the component orthogonal to 9S^ at y of the opposite of the gradient with respect to the spatial variable of T), (c) the area A2y. That is, there exists a constant C2 > 0 with AQ = C2 Ar( grad, T(y, t), v(y)) Azy. (iii) The total amount of heat, Qi, absorbed by Q during an interval A^, equals the total amount of heat, Q2, which has moved inward in the course of the same interval At across dQ.
534 Chapter 7. Integration over submanifolds According to (i), therefore Qi = cim I AT(x,t)dx. And according to (ii), Q2 = C2At / {grsidyT(y,t), v(y))d2y. Jan Assertion (iii) tells us that Qi = Q2. Thus we find the following equation for the temperature T(x, t): f AT(x,t) C2 f / T-—dx = / {giad Tiy,t), viy))d2y. Taking the limit for At ], 0 and applying the Divergence Theorem, we obtain, with citn' r dT r I —(x, t)dx = k I divj. gradj, T(x, t)dx. Jn dt Ji2 Because this is valid for any body S^ C R^, one infers the heat equation for the temperature T, where A,, is the Laplace operator with respect to the spatial variable from (7.63). This is an example of a partial differential equation for T, defining a relation between different partial derivatives of T. ik Example 7.9.6 (Green's identities). Applying Corollary 7.6.2 concerning integration by parts in R", with / replaced hy Djf : Q —> R, for 1 < j < n, then summing over j, we obtain Green's first identity, f (g A/) (X) dx= f (g ^) (y) d,.^,y- f( grad /, grad g) (x) dx. (7.65) Here g^, the derivative of f in the direction of the outer normal v, is defined by ^(y) = D„(y)f{y) = Df(y)v(y) = (grad /(>-), i;(>-)) (>- e dQ). dv Subtracting a similar identity from Formula (7.65), but with the roles of / and g interchanged, we obtain Green's second identity, fifAg-gAf)ix)dx= f (f^-g^)(y)d„^,y. In the theory of the Laplace operator this identity is an important tool. ik
7.9. Applications of Gauss'Divergence Theorem 535 Example 7.9.7 (DiricWet problem). Let g and h be given continuous functions on Q and dQ, respectively. The partial differential equation A/ = g on Q, together with the boundary condition f\dQ = ^' is said to be a Dirichletproblem on Q, for a C^ function /. We state without proofs that, for functions g and h that can be differentiated sufficiently many times, and for sufficiently well-behaved 9^, the Dirichlet problem on Q, has a solution /. See also Exercises 6.99, 7.65, 7.69.(iii), 7.70.(v) and 8.23. What will be proved here is the uniqueness of a solution / whose partial derivatives of order < 2 can be continuously extended to Q,. Indeed, suppose that / is another such solution. Then A(/-/) = A/-A/ = 0 on Q., f-f = 0 on dQ. Therefore consider a function / which is harmonic on Q, that is, which satisfies Afix) = 0 (X € ^); and for which, in addition f\aQ = 0. (7.66) For such / one has, by Formula (7.65), f \\gTadf(x)fdx=0. Jn Because the integrand is continuous and > 0, we conclude that grad f(x) = 0, for X € Q. Therefore / is constant along any line segment contained in Q; consequently, from (7.66) follows f(x) = 0, for every x € Q. i^ See, for example, Chapters 27 and 12, respectively, in: Treves, F.: Basic Linear Partial Differential Equations. Academic Press, New York 1975; and Loomis, L. H., Sternberg, S.: Advanced Calculus. Addison-Wesley Publishing Company, Reading 1968.
Chapter 8 Oriented Integration For an open set at one side of its boundary one has a natural prescription for the direction of the normal. However, this is not the case for a manifold of lower dimension (consider a surface in R^, for example), and an orientation must then be chosen. This choice plays a role in the oriented integration over the manifold, introducing a dependence on the sense in which the manifold is swept out. The generalization to R" of the second aspect of the Fundamental Theorem of Integral Calculus on R, antidifferentiation of a fiinction of several variables, leads to the concept of curl of a vector Beld. Oriented integration and curl together form the ingredients for the integral theorems of vector analysis and the theory of complex functions. Antidifferentiation of a function of several variables culminates in the theory of differential forms. Through systematic use of linear algebra an orgy of indices and partial derivatives is avoided. 8.1 Line integrals and properties of vector fields The divergence is one of the infinitesimal invariants of a vector field. There are others that are also needed in vector analysis. For an understanding of their meaning it is of advantage to be familiar with the concept of line integral, which we therefore introduce at the outset; the notion is also important for intrinsic reasons. Definition 8.1.1. Let / C R be a closed interval, y •./—>■ R" a C' curve, and let / : im(y) —>■ R" be a continuous vector field. Define f (f(s), dis ), the oriented line integral of / along y, by j{f{s),d,s)= jifoy, Dy)(t)dt. (8.1) 'Y 537
538 Chapter 8. Oriented integration The integral on the right-hand side contains the inner product of the vectors /(y (t)) and y'(t) in R". If y is a closed curve, the integral on the left is sometimes referred to as the circulation of / around y. O Example 8.1.2. Letx e R" and define y;, : / = [ 0, 1 ] ^ R" by y_^(t) = tx. Then Dyx(t) = X, for all f e /, and accordingly we have, for every / e C(R", R"), f (f(s),dis)= f (f(tx),x}dt. ik Jyx jo The term oriented line integral is used because the value of the line integral changes sign when the curve is traced in the opposite direction, as is shown in the following: Lemma 8.1.3. The right-hand side in (8.1) does not change upon a reparametriza- tion of the interval I that preserves the order of the endpoints. That is, let J = [ y_, y+] ^'^d let ^jr : 7 —>■ I be a C^ mapping with I = [ ■tj/(j^), i/(j+) ]. Then f {f(s),dis}= f{f(s),dis). Jyo\J/ Jy lyof Jy If however, I = [■tj/(j+), i/f (_/_)], then f {f(s),dis} = - f{f(s),dis}. Jyo^lf Jy Proof. On account of the chain rale, D(y o ■tj/)(t) = (Dy) o ■tj/(t) D'tj/it) = i/'(t)(Dy) o ■tj/(t), and thus, by the Change of Variables Theorem 6.6.1 on R, f {f(s),dis}= ({fo{yof),D{yof))(t)dt Jyotjr J J = {{foy)of,{Dy)of){t)f\t)dt=\ (foy,Dy)(t)dt.^ Jj- JfU-) We now introduce some other invariants of a vector field, first giving motivations and definitions, and then filling in the background. Theorem 7.6.1 is a generalization of the Fundamental Theorem of Integral Calculus on R, but there exists another variant which will also be needed. In the integral calculus on R, one of the possible formulations of the Fundamental Theorem (see Theorem 2.10.1), valid for continuous / on[a,b ], is dx J a /W = -^ / f(t)dt (x€[a,b]).
8.1. Line integrals and properties of vector fields 539 Consequently, on an interval every continuous function / has an antiderivative, that is, every continuous / is the derivative of a differentiable function g on that interval. The «-dimensional analog would be that a continuous vector field f : U ^f R" possesses an antiderivative, integral, or scalar potential g : f/ —>■ R, that is, / is the total derivative of a differentiable real-valued function g; another way of saying is that / is a gradient vector field, f = gradg, or, equivalently, fi = Dig (1 < i < n). (8.2) Assume that this is the case for a C^ function g : f/ —>■ R, while n > 1. By Theorem 2.7.2, the order of differentiation of the C^ function g is interchangeable; hence Djfi = DjDig = DiDjg = Difj (1 < i, j < n). (8.3) Thus, in contrast to the case n = \, continuity of / as such is not sufficient for the existence of an integral: / also has to satisfy the integrability conditions in (8.3), which can be rewritten in matrix form as A/(x) = 0 with Afix)!j = Djfiix)-D!fjix). (8.4) Therefore the nonvanishing on U of the infinitesimal invariant Af of the vector field / is an obstruction for finding an antiderivative for / on f/; moreover, it turns out that the geometric properties of the set U C R" also play a role in this problem. The most general result we shall formulate is Theorem 8.2.9. Definition 8.1.4. Let f/ C R" be an open subset, and let / : f/ -> R" be a C' vector field. According to Lemma 2.1.4, for every x e f/, the derivative Df(x) e End(R") of / at X can be additively and uniquely decomposed into a self-adjoint operator ^Sf(x) e End"'"(R"), with real eigenvalues, and an anti-adjoint operator, ^Af(x) e End~(R"), with purely imaginary eigenvalues; this is known as the Stokes decomposition, or the (infinitesimal) Cartan decomposition of Df(x), Df(x) = ^(Df(x) + DfixY) + ^(Df(x) - DfixY) =: ^Sf(x) + ^Af(x). (8.5) Here Df(xy is the adjoint linear operator of Df(x) with respect to the standard inner product on R"; its matrix with respect to the standard basis is given by the transpose matrix Z)/(x)' of Df(x). O Thus the definitions of Sf(x) and Af(x) are independent of the choice of coordinates on R", whereas they do depend on the choice of the inner product on R". We note in addition div/ = tr£)/=^tr5/- (8.6) For the cases n =1 and 3 we now take a closer look at the anti-adjoint operator Af{x) from the Stokes decomposition (8.5). We see immediately:
540 Chapter 8. Oriented integration Lemma 8.1.5. For n = 2we have, in the notation used above, 0 £>2/i-£>i/2 with 7 = (J -J). Here J is the matrix of the rotation in R^ by f in the positive direction. Definition 8.1.6. Let U C R^ be an open subset and let / : f/ —>■ R^ be a C' vector field. Define the function curl / : f/ —>■ R, the curl of the vector field f, by curl / = div(7'/) = £>,/2 - £>2/i = {A/ e,, ^2 )■ O Example 8.1.7. In the definition of curl / one has to make a choice for the sign (this is done by introducing J). From the mapping Af(x) itself one can only deduce det Af(x) = {D\f2 — D2fi)^(x). Under our convention, curl 7=2 for 7 : R^ —>■ R^,because 7'7 = /. Inotherwords, the curl of the vector field 7 .x i-> (—X2,xi), of rotating in the positive direction, is positive. If / : R^ \ {0} —>■ R^ is given by f(x) = ■jjjp-7x, then J' f(x) = j^x; hence it follows by Example 7.8.4 that curl / = 0 on R2 \ {0}. ik We now deal with the case n = 3. Lemma 8.1.8. Let A = (Aij) e Mat(3,R) be an antisymmetric matrijc. Then there exists a unique vector a e R^ with Ah = a X h (h € R^), namely a = (A^2, A\^, A2\). Furthermore, {Ah, k) = (a, h x k),forh, k e R^. Proof. The uniqueness of a follows immediately. We further have / 0 -A21 An A= \ A2i 0 -A^2 \ -An A^2 0 But this is seen to be the matrix of the linear mapping /z i-> a x /? : R^ —>■ R^ with a as above. The second equality follows from the identity {A;, axh) = det(A; a h) =
8.1. Line integrals and properties of vector fields 541 det(fl h k) = (a, h x k), which holds for any triple of vectors a, h and k € B? (see Formula (5.2)). □ Application of Lemma 8.1.8 in the case where A = Af(x) from the Stokes decomposition (8.5) gives a vector a e R^ with j -th component given by «; = Af(x)j+2,j+i = Df(x)j+2j+i - Df(x)j+ij+2 = Dj+lfj+2(x) - Dj+2fj + \(x), where the indices 1 < y < 3 are taken modulo 3. Definition 8.1.9. Let f/ c R^ be an open subset and let / : f/ —>■ R^ be a C' vector field. Then define the vector field curl / : f/ —>■ R^, the curl of the vector field f, by curl / = (£>2/3 - D,f2, D,fi - £>,/3, D.A - £>2/i) = V x /, (8.7) where V is the nabla operator from Definition 7.8.3 and where the cross product is formally calculated. O Corollary 8.1.10. Let U C ti^ be an open subset and let f : U ^ B? be a C^ vector field. Then, in the notation of (8.5) and (8.7), for x e U, h andk e R^, Af(x)h = curl f(x) X h, {Af(x)h, k) = {curl f(x), h x k). Example 8.1.11 (Curl of infinitesimal rotation). See Example 5.9.3 for the notation. In particular, let 0^ = r^ : R^ —>■ R^ be the tangent vector field from that example, that is (pa(x) = (fl2-^3 — a^X2, a^x\ — a\x^, a\X2 — a2X\) (x e R^). Since r2a is an anti-adjoint operator, the Stokes decomposition reads D<pa{x) = fa = 2'"2a' f^^ all X € R^. Therefore cml(j>a(x) =2a (x € R^). ilV Remark. We have the following relation between the curl of a vector field in R^ and one in R^ If / : R^ ^ R^ is a C' vector field, define / : R^ ^ R^ by f(x) = (f\(Xi,X2), f2(Xi,X2), 0). Then curl fix) = (0, 0, curi /(x,, xz)). (8.8)
542 Chapter 8. Oriented integration Remarks of an analytical nature, motivating the definitions above. Let U C R" be open and / : f/ -> R" a C' vector field. Let x e f/ and h, k e R", then we obtain from the definition of differentiability, for t > 0 sufficiently small, (fix + th) - fix), tk) = t^{Dfix)h, k) + a(f2), t I 0, {fix + tk)-fix), th) =t^{Dfix)'h, k)+ait'^), t ^ 0. Subtracting these identities we find {fix), th} + {fix + th), tk)-{fix + tk), th)-{fix), tk) = t^(Afix)h,k)+ait^), tiO. In terms of Definition 8. LI we recognize the expression on the left as an approximation of f {fis),d,s}, the oriented line integral of the vector field / along y (x, h, k, t), the boundary of the parallelogram based at the point x and spanned by the vectors t h and tk. In other words, y(x, h, k, t) equals the union of: the line segment in R" from x to x + t h, the line segment fromx +1 h to x +t h +1 k, the line segment fromx+tk to X +t k +1 h traced in the opposite direction, and finally, likewise, the line segment from X to X +1 k. Thus we find an interpretation of Afix), namely {Afix)h,k}=lim^ f {fis),dis). (8.9) '4-0 t Jy(x,hXt) The arguments above are infinitesimal; in the following proposition, which for « = 3 is a special case of Stokes' Integral Theorem 8.4.4, they are made global. Proposition 8.1.12. Let I = [ 0,1 ], let U C R" be open, and assume T e C^iI^,U) has continuous mixed second-order partial derivatives D2D\T and D1D2T : /2 -> R". Then the following holds for a C^ vector field f : U -> R".- I {fis),dis}= j {iAf)oT-DiT,D2T)ix)dx. (8.10) Here dil'^) is the boundary of the square I^, given by, successively, withxi, x^ € /, xii->(xi,0); X2i->(l,X2); x\v^ i\ — x\,\); X2 i-> (0,1 - X2). The expression on the left-hand side in (8.10) equals, by Definition 8.1.1, [{f°'^, £>,r)(x,,o)rfx,+/"(/or, D2r}ii,x2)dx2 -A/or, £),r)(x,,i)rfx, - A/or, D2r)io,x2)dx2. Furthermore, the notation ■ on the right-hand side in (8.10) signifies application of a linear mapping to a vector
8.1. Line integrals and properties of vector fields 543 Proof. On I^ we have the following identities of functions: £),(/or, D2T) = {{Df)oT-DiT, D2T) +{foT, A^zF), D2{foT, DiT) = {{Df)<oT-DiT, D2T) + {foT, D2DiT). One has, by Theorem 2.7.2, that D\D2T = D2D\T. Subtraction therefore yields £>,{/or, D2T) - D2{f oT, D^T) = {{Af) oT ■ D^T, D2T). Integrating this identity over I^ and using Corollary 6.4.3, we find /" fDiif or, D2r)(x)dxidx2- f f D2{for, £>,r)(x)^x2rfx, = f {(Af) or-DiT, D2T){x)dx. When we apply the Fundamental Theorem of Integral Calculus 2.10.1 on R to the left-hand side we obtain / {{f oT, D2T){1, X2)- {f oT, D2T){<d, X2))dX2 - j{{foT,D,T){xu l)-(/or, £>,r)(x,,0))^x,. Remark. By means of differentiation under the integral sign and of integration by parts we find the following result, which is related to Formula (8.10): Di fifo r, DzF }(x)dx2 = f{ (Af) o r . £),r, DzF )(x) dx2 JI JI (8.11) +{/or, £),r)(x,,i)-(/or, £),r)(x,,o). This formula gives the derivative of a line integral along a curve X2 i-> r(xi, X2) that has an additional dependence on a parameter xi, with respect to that parameter. Remark in preparation for Section 8.6. In the preceding proposition curves y : / —>■ f/ were seen to play a role, and, in addition, scalar functions y i-> {(/ o y)(y), Dy(y)), which occur as a result of pairing the vector f{y(y)) € R" and the tangent vector Z)y (}') e Ty^y-jU,foTy e / (see Definition 5.1.1). Obviously, then, the vector f(x) e R" induces the mapping m(x) = o)f(x) : h H> {f(x), h} in Lm(TxU, R). The mapping m (x) then is an element of 1 /\ T^U := T;U := Un(T,U, R),
544 Chapter 8. Oriented integration the linear space of all linear mappings from the tangent space Tx U to R, which is isomorphic with R". A mapping m which assigns to every x e f/ an element ct)(x) e /\ T*U is said tohe a. dijferentiall-form on U, and one writes CO e Q^(U) (see also Exercise 5.76). Likewise, Af(x) e End(R") induces a mapping a)(x) = coAfix) € Lin^CTvf/, R) with a)Af(x)(h, k) = (Af(x) h, k). This mapping cl>{x) then is an element of 2 /\ r;f/ = {7? € Un'-iT.U, R) I r)(h, k) = -r)(k, h)}, by definition the linear space of all antisymmetric bilinear mappings from the Cartesian product of T^U with itself to R. Indeed, Af{xy = —Af(x) implies a)(x)(k,h) = {Af(x)k, h) = {k, AfixYh) = -a)(x)(h,k). A mapping co which assigns to every x e f/ an element to (x) e /\ T*U is said to be a differential 1-form on U, and one writes u) e Q,^{U). In this context the differential 2-form to a/ is said to be the exterior derivative of the differential 1-form co/. The linear mapping oif i-> to a/ : ^'(f/) —>■ Q,^{U) is said to be the exterior differentiation, and is often denoted by d : Q^(U) —>■ Q^(U) instead of A (from antisymmetric) as we have done, that is, dcof = ma/- The condition Af = 0 for / then becomes do)/ = 0 for Mf, and Mf is said to be a closed differential l-form. Conversely, a closed differential 1-form m is not necessarily of the form ftJgradg, for a function g; but if it is, m is said to be an exact differential l-form. Remarks of a geometrical nature, motivating the definitions above. The notation is that of Section 5.9. Assume that (<l>')/sR is a one-parameter group of diffeomorphisms of R" with tangent vector field (p : R" —>■ R". For fixed x e R", we wish to study the images ^'(x + v), for small values of f e R and v e R". Let w e R" be arbitrary and define / : R^ ->■ R" by f(t, u) = <l)'(x + uw). Then we have DzDi/CO, 0) = D(j>(x)w, if we assume that D(j>(x) e End(R"), the total derivative of (p at x, exists (note that (p does not depend on t). The identity lim(,^u)_^(o^o) r(t, u) = D2Dif(0, 0) from Formula (2.19) now implies 1 lim —((i>'(x+ uw) — (i>'(x) — uw) = D(p(x)w. (r,H)->(0,0) tu Hence, setting uw = v we obtain, for small values of f e R and t; e R", ^(v) := <D'(x + v)- <D'(x) = (/ + tD<pix))v + aitM) = (I + tD<pix))v. _ (8.12) This i>i is said to be the local effect near x of the flow <!>'.
8.1. Line integrals and properties of vector fields 545 The Stokes decomposition of D<p{x) from Formula (8.5) asserts D(j){x) = -S(p(x)+-A(p(x), S(p(x) € End+(R"), A(p(x) € End^CR"). (8.13) In view of the Spectral Theorem 2.9.3 the operator S(j)(x) can be diagonalized, having eigenvalues A.i,..., A.,, e R, and corresponding eigenspaces spanned by eigenvectors Vi,... ,v„ e R", say. Therefore S<p{x) is an anisotropic (r] TpoTtV] = change) linear dilatation in R"; in the direction of the eigenvector Vj its action is that of multiplication by Xj, for I < j < n. (In other words, S<p{x) maps a ball about 0 to an ellipsoid.) According to Example 2.4.10 we havee2^*W € Aut(R"), for f e R. It is an anisotropic dilatation in R" with eigenvalues e^^"\ ..., e^^"\ and under this transformation volumes change by a factor e2-^1 . • • gi^". It now follows, by Formula (8.6) (also compare with Formula (5.33)), that (jetgi^^W = g5P'i+-+^^) = gitr5<^(A-) ^ grdiv<^(A-) (8.14) Since A<p{x) is anti-adjoint. Exercise 4.23.(iv) implies that e2'*'^(^) e Aut(R"), for t e R, is a rotation in R". In particular, therefore, this transformation is volume- preserving. Formulae (8.12) and (8.13) now yield $', = {1+^- S(t>(x))(I + '- A(j>(x)) = e5^*We5^*W. (8.15) This means that the local effect ^'^ near x of the flow <!>', in the approximation of small values for t, can locally be written as a composition of the rotation e2'*'^(^) in R" and the subsequent anisotropic dilatation eS'^*^^) in R". The local effect O^. is approximated by a linear mapping; denoting the latter also by O^, we have, by Formula (8.14), _ det <D^ = e"*'^*W Thus, this formula gives the geometrical interpretation of div0(x), for a tangent vector field (p associated with a one-parameter group (<l>')/sR acting on R": it equals the rate of change of volume at time t = 0, resulting from the local effect i>'^ near X of the flow <!>'. This conclusion also follows from Formula (5.31), that is d_ dt detZ)<l)'(x) = div0(x). /=0 In particular, for « = 3 it follows from Corollary 8.1.10 and the theory of rotations in Exercise 5.58 that t i-> eJ'**^*) is the one-parameter group of rotations t i-> Rf icuriAfv) of the space R^, about the axis spanned by curl0(x) e R^ and with angular velocity 11| curl (j> (x) \\. In combination with Formula (8.15) this leads to the geometrical interpretation of curl (p (x), for a tangent vector field (p associated with a one-parameter group (<l>')/sR acting on R^, that is, curl 0(x) determines the "rotational component" of the local effect i>\ near x of the flow <!>'.
546 Chapter 8. Oriented integration Example 8.1.13. In the terminology of Section 5.9, the vector fields J and / from Example 8.1.7 both are tangent vector fields of one-parameter groups of dif- feomorphisms of R^, having concentric circles about the origin as orbits. Now II7 (x) II = ||x||, while ||/(x)|| = tj^. Thus, as x moves away from the origin, the orbits under the flow associated with / are traced at decreasing rates. Evidently, curl / = 0 implies that this phenomenon exactly compensates the rotation of x under the influence of the flow associated with J. ik 8.2 Antidifferentiation We return to the problem of finding an antiderivative (see Formula (8.2)). Definition 8.2.1. Let U C R" be an open subset and let / : f/ -> R" be a C' vector field. We say that / satisfies the integrability conditions if (see Formula (8.4)) Af = 0, that is, Djfi = Difj (1 < i, j < n). The vector field / is said to be divergence-free, source-free or incompressible on U if div / = 0. Furthermore, / is said to be harmonic on U if both Af = 0 and div / = 0. In particular, let« = 3. Then / is said to be curl-free, vortex-free or irrotational on U if curl / = 0 (and therefore also Af = 0). O Example 8.2.2 (curl grad and div curl). Let U C R" be an open subset and let g € C^iU), then (see Formula (8.3)) A(gmdg) = 0. (8.16) Indeed, D(gj:adg)(x) is self-adjoint due to the symmetry in the indices of the second-order partial derivatives of g (see Theorem 2.7.2). A gradient vector field gradg therefore satisfies the integrability conditions. The gradient vector field grad g of a harmonic function g, that is, a function with div grad g = 0, is harmonic. The component functions of a harmonic vector field are harmonic functions. The Newton vector field from Example 7.8.4 is harmonic. One has in particular, for « = 3 and/? : U —>■ R^ a C^ vector field with f/ C R^, curl grad g = V X (Vg) = 0 and div curl/z = V • (V x/?,) = 0. (8.17) Indeed, the matrix of Z)(curlh)(x) is antisymmetric, for every x € U. ik
8.2. Antidifferentiation 547 Definition 8.2.3. Let U C R" be an open subset and let f : U ^ R" be a continuous vector field. A C' function g : f/ —>■ R is said to be an antiderivative, integral, or scalar potential for f on U if f = grad g. And, if « = 3, a C' vector field /z : f/ —>■ R^ is said to be a vector potential for f on U if f = curl/z. O From (8.16) and (8.17) it follows that A/ = 0 (or div / = 0 if « = 3) on f/ is a necessary condition for the existence of a scalar potential (or a vector potential, respectively) for f onU. And, under an additional condition on f/, these conditions on / are also sufficient, as shown in Lemma 8.2.6 below. The necessity of additional conditions on U is apparent from the following. Assume that the continuous vector field / : f/ —>■ R" possesses a scalar potential g : f/ —>■ R. Further, letx and y € U be fixed. Then, for every C' curve t h> y(t) : I ^>- U from x to }', the integral / {f(^)^d\^) is independent of the choice of the curve y, as long as the latter runs from the fixed point x to the fixed point y. Indeed, the value of the integral is given by the potential difference j{ (gradg) o y, Dy )(t)dt = ^ ^^^^(t)dt = g(y) - g(x). (8.18) For a closed C' curve y one has in particular f {f(s),dis) = 0. Example 8.2.4. Let U = R^ \ {0}, and consider the vector field / : f/ ^ R^ from Example 8.1.7, given by f(x) = j^Jx; then we know that curl/ = 0 on U. Define y : ] —jt, jt [ —>■ f/ by y(t) = (cost, sint). Then Dy(t) = (— sint, cost) = Jy(t) and therefore {foy,Dy)(t)= " 7 " =1; hence \ {f{s),d,s) =ln. This result can also be derived from Example 7.9.4, because J' f : x i-> j^a^ is the Newton vector field on U (neglecting the constant 2n). As a consequence, / can not have an antiderivative on U. On the other hand, / does have an antiderivative on f/' = R^\(] —oo, 0] x {0}), because / = grad argon U', where arg : f/' —>■ R is the argument function, defined by (see Examples 3.1.1 and 2.4.8) arg(x) = 2arctan ( r^r-r). Note that U' is the maximal domain of definition for the function arg. According to Example 7.8.4 the vector field J' f has an antiderivative on JJ, and so [{J'f(s),dis}=0. t\ Jy
548 Chapter 8. Oriented integration Definition 8.2.5. A set f/ C R" is said to be star-shaped if there exists a point x° € U such that for all x e U the line segment from x° to x lies in U, that is, im(y;,) C U with y^ :[0,\]^ U defined by y^(t) = x° + t(x - x°). O Lemma 8.2.6 (Poincare). Let U C R" be star-shaped and open, and let f : U ^^ R" be a C^ vector field. Then the following two assertions are equivalent. (i) Af = OonU. (ii) There exists g € C^{U) which is a scalar potential for f; for example the following, with y^ as in Definition 8.2.5: g(x)= f {f(s),d,s) (x€U). (8.19) Jy.1 For n = 3, other equivalent assertions are as follows. (iii) div f = 0 on U. (iv) There exists a C' vector field /?. : f/ —>■ R^ which is a vector potential for f; for example h{x)= I ((/ o Kv) X y,){v) dv {X € U). Jo Here the integration is carried out by components. Proof. In order to simplify the formulae we assume that x° = 0. (i) ^ (ii). According to Example 8.1.2 one has g{x) = /g k(v, x) dv, where k:[0,\]x U ^R with k(v,x) = (f(vx), x) = fivxYx. From Af = 0 and Formula (8.5) it follows that Df(vxy = Df(vx), and therefore, if gradj, is the gradient with respect to the variable x € U, gradj, k(v, x) = v Df(vxyx + f(vx) = v Df(vx)x + f(vx) = v—f(vx) + f(vx) = —(v f)(vx). dv dv By means of differentiation under the integral sign we find gradg(x)=/ —ivf)ivx)dv = fix). Jo dv (iii) ^ (iv) is proved in an analogous manner. Begin by h(x) = f^ m(v,x)dv, where m : [0, 1 ] X f/ —>■ R^ with m(v,x) = f(vx) x vx = —v(rx o f)(vx).
8.2. Antidifferentiation 549 Here r^ € End(R^) is given by r^iy) = x y. y. This yields D^miv^x) = vrf(^^) - v^r^ o Df(vx). Because rf^yx) and Kx are anti-adjoint operators, it follows that Axm(v,x) := Djcm(v,x) — Dxm(v,xy = 2t; r/(„;,) - v^(rx o Df(vx) + Dfivx)' o r^). Application of the remark below, with L = Df(vx), gives Axm(v, X) = 2v r/(„j:) + V rDf(xv)x = r2vf(,vx)WDf(,vx)x- Consequently, if curl_v is the curl with respect to the variable x e f/, curlj; m(v, x) = 2vf(vx) + v^Df(vx)x = —(v^ f)(vx). dv By differentiation under the integral sign we find curl/2(x)=/ —{v^f){vx)dv=f{x). □ Jq dv Remark. Let L e End(R^), with tr L = 0. Then, for all x e R^ rx o L + L' a rx = -rix- Indeed, the fact that tr L = 0 implies, for all h, k e R^, det(Lx h k) + det(x Lh k) + det(x h Lk) = 0. This can be shown by calculating the coefficient of A.^ in (see Formula (7.62)) det(Lx -Xx Lh- Xh Lk - Xk) = det(L - XI) det(x h k). In view of det(p q r) = (p x q,r), for p, q and r e R^ (see Formula (5.2)), this becomes {Lx xh.k) + {x X Lh,k) + {x x h, Lk) =0. Therefore {(rix+rxoL + L' orx)h,k)=0.
550 Chapter 8. Oriented integration Remark. From Lemma 8.2.6 it follows immediately that a harmonic vector field on R^ possesses a scalar potential that is itself a harmonic function. We now formulate the property of U being simply connected, which is weaker than that of being star-shaped (see Definition 8.2.5), but which will still guarantee that a vector field satisfying the integrability conditions on U possesses a scalar potential on U (see Theorem 8.2.9). This concept originates from homotopy theory, a subject in algebraic topology. Definition 8.2.7. An open set U C R" is said to be simply connected if, for every point X € U and every C' curve y : I ^>- U beginning and ending at x e U, there exists a C' homotopy between y and the constant curve y^ : I —>■ {x}, that is, if there exists a C' mapping (with / = [0, 1 ], for simplicity) r-.i'^^u with r(o, t) = y(t), r(i,t) = r(s,o) = r(s,i) = x, forwhichthemixedsecond-orderpartialderivativesZ)2Z)ir andZ)iZ)2r : /^ —>■ R" exist and are continuous. O For example, R", as well as every star-shaped open set U C R", are each simply connected, because r(s, t) = s x + (1 — s)y{t) € U, in view of the definition of being star-shaped. Note that DxD2T{s, t) = D2DiT{s, t) = -y'(t). Lemma 8.2.8. Let U C R" be simply connected and open, and let f : U ^^ R" be aC^ vector field with Af = 0. Then, for every closed C' curve y : I ^>- U, f(f(s),dxs)=0. Jy Proof. Assume that y begins and ends in x e U, and let F be the corresponding C' homotopy. On the strength of Definition 8.1.1, the conclusion follows from Proposition 8.1.12. Indeed, Z)2r(0, t) = Dy{t), while D2T{\, t) = DxT{s, 0) = DiT{s, 1) = 0 because r(l, t) = r(s, 0) = r(^, l)=x. □ Tlieorem 8.2.9. Let U C R" be simply connected and open, and let f : U ^^ R" beaC^ vector field with Af = 0. Then there exists a C'^ function which is a scalar potential on U for f. Proof. Letx° e f/be fixed. Byanalogy with Formula (8.19), we define the function g:U^Rhy g(x)= f (f(s),d,s}; JVx
8.3. Green's and Cauchy 's Integral Theorems 551 here y^ : / —>■ f/ is an arbitrary C' curve in U from x° to x e U. Then g is well-defined on U. Indeed, two different curves y^ and y\., meeting in C' fashion at X, together form a closed C' curve y which begins and ends at x°. Application of Lemma 8.2.8 to y then yields the result that the oriented line integral of / along yx equals the oriented line integral of / along yx. One then notes that, for all y, X € U, 8(y)-8M= f {f(s),dis}. W= f where y^y is a curve in U from x to y. But now one immediately concludes that grad g(x) = f(x), for all x e f/. □ 8.3 Green's and Cauchy's Integral Theorems Gauss' Divergence Theorem 7.8.5 can be used to prove other integral theorems: that of Green for open sets in the plane R^, that of Cauchy for open sets in the complex plane C, and that of Stokes for surfaces in R^. We now introduce the concept of a positive parametrization of the boundary of an admissible open set in R^. First we consider an example. The unit circle 5' equals dQ, with Q the bounded open subset {x e R^ | ||x|| < 1}. Consider the C°° parametrization ] —n, jt [ ->■ S^ \ {(-1, 0)} of S^ given by t i-> y(t) = (cost, sint). One then has v{y(t)) = y(t) = (cost, sin t), for the outer normal to S^ at y(t), and Dy(t) = (—sint, cos f) (see Theorem 5.1.2), for the tangent vector to 5' at y(t). Accordingly, the direction of the tangent vector is obtained from that of the outer normal by application of J, the rotation in R^ by j in the positive direction, whose matrix with respect to the standard basis in R^ is J = C, -I). (8.20) In addition we find nr\c t — cin / = 1 >0. det(i; oy \ Dy)(t) = cos t — sin t sin t cos t In linear algebra this is precisely the condition for v o y(t) and Dy(t) to form a pair of positively oriented vectors in R^. The geometrical equivalent of the positivity of the determinant is that the point y(t) e 9^ moves counterclockwise in the plane R^ when t in R ranges from —n to n. As this goes on, Q, constantly lies "to the left", that is, in the direction of the inner normal, and the complement of Q, lies "to the right", that is, in that of the outer normal. This suggests the following:
552 Chapter 8. Oriented integration Definition 8.3.1. Let ^ be a bounded open subset of R^ having a C' boundary dQ and lying at one side of dQ. Assume that / —>■ dQ with t i-> y(t) is a C' parametrization of 9^ by the disjoint union / of intervals in R, with det(i; o y \ Dy)(t) > 0 (f € /). We then say that t i-> ^(f) is a positive parametrization of dQ,, or, alternatively, that the parametrization t i-> y{t) endows 9^ with Si positive orientation. O Remarlt. If f i-> ^(f) is a positive parametrization of 9^, the direction of the tangent vector Dy(t) to dQ at y(t) is uniquely determined by the outer normal V o y(t) to dQ at y(t), by means of \\Dy(t)\r'Dy(t) = J v(y(t)) (t € /). (8.21) Here J is the matrix from (8.20). In particular, there is no longer a freedom of choice as regards sign. In other words, every positive parametrization of 9^ induces the same unit tangent vector field r on 9^, namely T = J ov.d^^R^. (8.22) Example 8.3.2 (Annular domain). Let 0 < r < R and consider the annular bounded open set ^ = {x e R^ | r < ||x|| < R}. Then 9^ is the (disconnected) set {x e R^ I ||x|| = r} U {x e R^ I ||x|| = R}. Furthermore, t i-> y(t) is a positive C°° parametrization of 9^ if IR(cost, sint), (0 <t < 2n); r(cost, — sinf), (4n <t< 6n). Omitting from Q the points on a fixed line through the origin, one obtains two sets ^1 and ^2. Check that both dQi and 9^2 are connected sets. Now assume that positive parametrizations are chosen for both of these. Then the line segments in the intersection 9^i (1 9^2, considered as subsets of 9^i, are traced in a direction opposite to that in which they are traced as subsets of 9^2. ^ We repeat the definition of line integral (compare with Definition 8.1.1) in the present context. Definition 8.3.3. Let ^ C R^ be as in Definition 8.3.1, and let t i-> y(t) be a positive parametrization of dQ. Let / : 9^ —>■ R^ be a continuous vector field. Then define f^Qifiy), diy), the oriented line integral of the vector field f along 9^, by f {f(y),d,y}= f(foy,Dy)(t)dt. (8.23) Jbq Ji
8.3. Green's and Cauchy's Integral Theorems 553 Here the right-hand side contains the inner product of vectors in R^. The expression on the left is also known as the circulation of f around 9 Q with respect to the choice o/T (see (8.22)). O Lemma 8.3.4. Let Q Cti^ be as in Definition 8.3.1, and lett i-> y(t) bea positive parametrization ofdQ. (i) A parametrization t i-> ^(t) : / —>■ 9^ is a positive parametrization of dQ if and only if detZ)(>'-'oy)(?) >0 (T€7). (ii) The integral on the right in (8.23) does not change when a different choice is made for the positive parametrization t i-> y{t) ofdQ; therefore the integral on the left is defined independently of the choice ofa positive parametrization. Proof. Lety(t) = y(t), witht e /and?e 7; thenr = (y"^ oy)(t) =: >!'(?). Application of the chain rale toy = y o >!' on / therefore gives Dy(t) = det D^P (?) Dy(t) for t € I and f = >!'(?) e /. Assertion (i) now follows from det(i; o y \ Dy)(t) = det D^(t) det(i; o y \ Dy)(t). To prove (ii) we apply the Change of Variables Theorem 6.6.1 with 'P :/—>■/; then we obtain jyoy,Dymdt = fjfoy,Dy}(t)^-^^dt. □ Remark. See Lemma 8.L3 for another formulation of Lemma 8.3.4. Furthermore, Lemma 8.3.4.(ii) can also be proved in a different way. Formulae (8.21) and (8.22) yield f {f(y),diy) = f{foy(t), \\Dy(t)\r'Dy(t))\\Dy(t)\\dt Jan Ji = I {f, Jv){y)d,y= f (f T}(y)d,y. (8.24) Thus the oriented line integral of the vector field / along 9^ is seen to equal the integral over 9 Q with respect to the arc length on 9 ^ of the function y h> {f r ) (y); and according to Definition 7.1.2 - Theorem the latter integral is independent of the choice of the parametrization.
554 Chapter 8. Oriented integration Theorem 8.3.5 (Green's Integral Theorem). Let Q c ti^ be a bounded open subset having a C^ boundary dQ and lying at one side of dQ. Assume that t i-> y(t) is a positive parametrization ofdQ. Let f : ^ —>■ R^ be a C^ vector field such that f and its derivative Df : Q —>■ End(R^) can both be extended to continuous mappings on Q. Then f {f(y), diy)= f curl f(x) dx. (8.25) Proof. Note that it follows by Formula (8.24) that I {f(y),do'}= I {J'f,v){y)d,y. Jbq Jbq Here J' is the transpose of the matrix J from (8.20). Formula (8.25) now follows by means of the Divergence Theorem 7.8.5, because div(y'/) = curl /, according to Definition 8.1.6. □ Example 8.3.6 (Descartes' folium). From Example 8.1.7 we know that curl J =2. We therefore immediately conclude area(^) = i dx = - i {Jy,d^y) = - i (y, y'^ - y2 y[)(t) dt Jq ^ Jbq ^ JI (8.26) 1 = / det(y\Dy)(t)dt. I ^ Note that ^det(y \ Dy)(t) is the area of the triangle with vertices 0, y(t) and y + Dy(t). Descartes' folium (compare with Example 5.3.7) is the curve in R^ defined by 3at yit) = - -(1,0 i-oo<t <oo, ty^-1), with >',(±oo) = 0. F + 1 We know that its points satisfy the equation y^ + yl = 3ayiy2. One has Let ^ C R^ be the bounded subset which is bounded by the part of the folium parametrized by ] 0, oo [. We have 3a^ r°° 3t^ 3a^ r°° 1 area(^) = —j^ ^^^-^^dt = — J^ ~du = 3a^
8.3. Green's and Cauchy's Integral Theorems 555 This result can also be obtained by means of the following C' diffeomorphism 'P : V ->■ ^. Here V is the triangle V = {y € R^ I 3'i + 3'2 < 3a }, Q = {x € R^ | Xj + x| < 3axiX2}, Then det ZXP (y) = |, and hence area(^) = f^ ^dy = ^3a^ = ^. iic As preparation for Cauchy's Integral Theorem we make the following remarks. We identify C with R^ as in (1.2). In this context, the matrix J from (8.20) is also known as the complex structure on R^, because this linear mapping yields the action of multiplication by i = V—T on C identified with R^. As in Formula (1.2) we identify a function / : C —>■ C with the vector field / = (/,, /2) : R^ —>■ R^ by means of f(xi+ix2) = Re f(xi +ix2)+iIm f(xi +1x2) <—> (/i(xi, X2), f2(xi, X2)). Definition 8.3.7. Let ^ C C ~ R^ be as in Definition 8.3.1, and let t i-> z(t) be a positive parametrization of 9^. Let / : 9^ —>■ C be a continuous function. In view of the equality (/ o zmozit) = (/i + if2)iz(t))(Dzi + iDz2m, we define f^^ f(z) dz, the complex line integral of the function / along dQ, by f f(z)dz= I (J{z),d,z) + i I {{Jj){z),d,z), (8.27) JdQ. Jan Jan where / = (/i, —/z) is the complex conjugate function of /; and therefore J f = (/2,/l). " " " O As in Lemma 8.3.4.(ii), one proves that the expression on the left does not change upon choosing another positive parametrization of 9^. Example 8.3.8. If z = xi + ix2, then g(z) := i = -^ ^ (-^, ■^). Thus, with / as in Example 8.2.4, Ik II and from the integrals in that example we obtain at once, where y denotes the unit circle with positive orientation. / - dz = Ini. ik z
556 Chapter 8. Oriented integration As in complex analysis we have the following: Definition 8.3.9. Let ^ C C be open and let / : ^ —>■ C. Then / is said to be holomorphic or complex-differentiable on ^ if / is continuously differentiable over the field R and the following limit exists, for every ^ e ^: The next lemma essentially follows from the definitions. Lemma 8.3.10 (Caucliy-Riemann equation). For f = f^-\- if2 : ^ —> C and (/i' fi) '■ ^ ~^ R^> respectively, one has the equivalent assertions. (i) / is holomorphic. (ii) The C^ vector field (/i, /2) satisfies the Cauchy-Riemann equation (£>/) oJ = JoDf€ End(R2), that is, Di fi = 02/2 and D\f2 = —D2f\. (iii) The C' vector field f = (/i, —fi) i^ harmonic (see Definition 8.2.1), that is curl 7=0, div 7 = curl (7/) = 0- In other words, Af = A(J f) =0. (iv) The real-differentiable C^ function f satisfies df d 1 ^ = 0, where ^ =-(Di+iD2)', that is, iDif = 02/- dz dz 2 Proof, (i) 4» (ii). The identity, valid for /z e R, ,. f{z + h)-f{z) ,. f{z + ih)-f{z) lim ; = lim ; /!->o h /i->o ih corresponds to Di/i + zDi/z = Dz/z - 2^2/1 (since \{fi + z'/z) = /z - if\); in turn, this is equivalent to {Df) o J = J o Df. □ The notation in part (iv) of the lemma above is explained as follows. For Z = Xi + ix2 € C we have Xj = ^(^ + 2) and X2 = —\iz — z) € R. Regarding z and I as though they were independent variables, we find 9xi 9xi 1 9x2 9x2 / 9^ Sz 2' 9^ &z 2
8.4. Stokes' Integral Theorem 557 Then the chain rale imphes az az az 2. df dx\ dxi 1 ■^ = DJ-^ + £>2/^ = -iD,+iD2)f. az az az 2. Theorem 8.3.11 (Cauchy's Integral Theorem). Let ^ c C ~ R^ Z>e a bounded open subset having a C' boundary dQ and lying at one side ofdQ. Let / : ^ —>■ C be a holomorphic function such that the vector field f and its derivative Df : Q —>■ End(R^) can be extended to continuous functions on Q. Then f f(z)dz = 0. Proof. The conclusion follows immediately from Lemma 8.3.10.(iii) and Green's Integral Theorem. □ By means of Definition 8.1.1, a version of (8.27), Lemma 8.2.8, and finally Lemma 8.3.10.(iii) we find the following variant (see Exercise 8.11 for another proof): Theorem 8.3.12 (Cauchy's Integral Theorem). Let U C C — ^ be a simply connected and open subset. Let f : U —>■ C be a holomorphic function. Then, for every closed C' curve y : I ^>- U, f f(z)dz = 0. Jy In fact, the theorem is valid for every closed piecewise C' curve y : I ^>- U. 8.4 Stokes' Integral Theorem We now prepare the formulation of Stokes' Integral Theorem. Let Q C R^ be as in Green's Integral Theorem, and let f i-> y(t) : I —>■ 9^ be a positive C' parametrization of dQ. Further, let 0 : ^ —>■ R^ with y t-^ (p(y) = X, be a C^ embedding whose image is the C^ surface in R^
558 Chapter 8. Oriented integration According to Formula (5.5), -1 /r. A „ r. A\/,A ^ T>3 V o ct>(y) = \\(D,ct> X D2ct>)(y)\r {D,(j> x D^^Xy) € R is a normal to H at ^(y). We assume that <p and the total derivative D<p : ^ —>■ Lin(R^, R^) can be extended to continuous mappings on ^. In particular, we may then define 9S =(j)(dQ). The extension of 0 to 9^ is not necessarily injective on dQ, that is, a subset S C da may exist with S = <j>(Vi) = <pi^2) for V\ and V2 C 9^, while V\ ^ V2. A part S such as this does not contribute to 93, if under the positive parametrization of dQ, the sets <p{V\) and <p{V2) are traced in opposite directions (these parts of 9S then "cancel each other out"). One has that 9 H, less the above-mentioned sets, is a piecewise C' submanifold in R^ of dimension 1 that does indeed play the role of the boundary of S. The mapping y.th^ i<poy)(t) -.I^da, is a parametrization of 93. Considering Theorem 5.1.2, we see that Dy(t) is a tangent vector to 9 H at y (t). Remark. Let the notation be as above. Let / : 93 —>■ R^ be a continuous vector field. In Definitions 8.1.1 and 8.3.3 we have introduced fg^(f(s), dis ), the oriented line integral of the vector field / along 9 3, by f (f(s),dis)= f{foy,Dy}(t)dt. (8.28) ^3S Jl The integral on the left is sometimes referred to as the circulation of / around 9 3 with respect to the choice of r, the unit tangent vector field along 9 3. The right-hand side in (8.28) does not change when a different positive C' parametrization of dQ is chosen, nor does it change when another choice is made of a C^ parametrization (j) : Q ^>- 3, provided detZ)(0~' o (j))(y) > 0, for all y € Q. Consequently, the integral on the left is defined independently of the choice of the parametrization y of 9 3, provided the positivity conditions are met. Proposition 8.4.1. In the notation used above we may write f {f(s), dis}= f (((Dct>y ■ (f o ct>))(y), do'), (8.29) Jas Jan where D<p{yy e Lin(R^, R^),/or y e 9^, while ■ means application of a linear mapping to a vector Thus we have here the vector field (Dct>y-(foct>) : >- ^ (foct>)(y) ^ DHyY{f o(j>){y) : 9^ ^ R^ ^ Rl (8.30)
8.4. Stokes' Integral Theorem 559 Proof. By virtue of Formula (8.28) we find fjf(s),d,s) = j{(fo<p)oy, {D(j>)oy.Dy){t)dt = j^a(Dct>y-(foct>))oy,Dy}(t)dt, where we have taken the adjoint. According to Formula (8.23), the expression on the right equals that in Formula (8.29). □ Formula (8.29) tells us that the line integral along 9 S can be "pulled back" to a line integral along dQ. We then wish to apply Green's Integral Theorem to the latter, to convert it into a surface integral over Q. Accordingly, we calculate the curl of the vector field in Formula (8.30) by means of the following: Lemma 8.4.2. Assume that / : H —>■ R^ w a C' vector field. In the notation above we have the following identity of functions on Q: curl ((£)0)' . (/ o 0)) = ((curl /) o <p, Di(j> x D2<p). Proof. For the vector field in (8.30) we have ( {D,4>, fo4>)\ g := {D<j>)' • (/ o 0) = : ^ ^ R^ \ {D2<t>, fo<j>) I Therefore Dg = S + (D<py ■ (Df) o<p.D<p with S = {{DjO^ip, / o 0)). Theorem 2.7.2 implies that 5'(>') € End(R^) is self-adjoint, for y e Q. Furthermore, the adjoint of (Dcj))' ■ (Df) o cp ■ D(j> equals (Dcj))' ■ (Df)' o cp ■ D(j>; and so Ag = Dg- (Dg)' = (D<py ■ (Df - (Df)') o<j>.D(j> = (D(j>)' ■ (Af) o<j>.D(j>. Using Definition 8.1.6 and Corollary 8.1.10 we then find cm\g={Agei, e^) = {(Af)o(j>.D(j>ei, D(j>e2) = ((curl/)o0, £),0x£>20>-Q With the help of Lemma 8.4.2 we now apply Green's Integral Theorem to the right-hand side of (8.29); this gives I {f(s),dis)= f {(cmlf)o<p, Di,pxD2<P)(y)dy. (8.31) Finally, because the left-hand side of this formula is expressed in terms of H, we want to recognize the surface integral over Q on the right as a surface integral over S which has been "pulled back"; hence the following:
560 Chapter 8. Oriented integration Definition 8.4.3. Let g : S —>■ R^ be a continuous vector field. Then define f^(g(x), d2X ), the oriented surface integral of the vector field g over H, by \ {gix),d2x)= I {go,p, DicPxD2(p)(y)dy= f det (g o ,p \ DcP)(y) dy .O Ja Jn Jn The right-hand side does not change when we make a different choice (p : J^ —>■ H for the parametrization of H, provided that detZ)(0~' ° <j>)(y) > 0, for y € Q. Indeed, the second integral in Definition 8.4.3 is recognized by means of Formulae (7.37) and (7.20); this yields / {g(-x),d2x)= / (go(j), vo(j))(y)M^(y)dy= / (g, v}(x)d.2X, (8.32) ^s Jn Ja where the last integral is the integral with respect to the Euclidean area on H of the function x h> (g, v )(x) on H. Formula (8.32) also shows that f„{g(x), d2X) equals the flux of g across S with respect to the choice of v (see Definition 7.8.6). Formula (8.31) and Definition 8.4.3 imply the following: Tlieorem 8.4.4 (Stolies' integral tlieorem). Let Q cR^ be as in Green's Integral Theorem, let t i-> y(t) be a positive C^ parametrization ofdQ, and let <p : Q, ^^ <p {Q.) = 3 be a C^ embedding in R^ such that <p and the total derivative D<p can be extended to continuous mappings on Q,. Let f : a ^>- Vt? be a C^ vector field such that f and the total derivative Df can be extended to continuous mappings on H. Then I {fis), dis) = I {curl f(x), d2X ). J da V a Stokes' Integral Theorem can be worded as follows. The circulation of a vector field around the closed oriented curve 9 S C R^ equals the flux of the curl of that vector field across the oriented surface H C R^. The theorem explains why the curl of a vector field is also known as the circulation of the vector field around closed curves per unit enclosed area. Further note that Formulae (8.9) and (8.10) for « = 3 immediately follow from Stokes' Integral Theorem. Remarlt on compatible orientations. A phrase commonly encountered is the requirement that the orientation of the surface S and the orientation of the boundary 9 S be compatible with each other. Here we give an exact formulation. According to Lemma 7.5.4 we may assume ^nU = {y €R^\yi<0}riU. Then v(y) = e\, for }' e 9^ (1 U, and y : f i-> ^^2 is a positive parametrization of 9^ n f/. Consequently, Di(j){y(t)) is a tangent vector to S at x = (0 o y)(t) e 9 S
8.5. Applications of Stokes' Integral Theorem 561 "pointing away from" H, that is, a differentiable curve S in R" with 5(0) = x and DS(0) = D\<p{y{ty), leaves H via the boundary. Furthermore, D2<j>{y(t)) is a tangent vector to H, tangent to 9 S at x, while S "lies at the left of" D2<j>{y(t)). Now the vectors Di<Piy(t)), D2<Piy(t)), {D,(j> x D2<j>){y{t)) form a positively oriented triple in R^. Thus it is evident that, in the formulation of Stokes' Integral Theorem given above, the orientations of H and of 93 are compatible in the following sense: • a tangent vector to H, pointing outward from S, • the "positive" tangent vector to 9 H (determined by the positive orientation of 9H), • and the normal to H, form a positively oriented triple of vectors at every point of 9 S. 8.5 Applications of Stokes' Integral Theorem Example 8.5.1. Define the vector field / : R^ ^^ R^ fix) = (X3,xi, xz), then curl f{x) = (1,1, 1). If ^ = ] —n, JT [ X ] i/r, f [ C R^, one has, less four points, that dO, equals (] -TT, TT [ X {1/r}) U {{n} X ] l/r, ^ [) U {] -TT, TT [ X {^}) U {{-u} X ] l/r, ^ [), where under positive orientation this set is traced counterclockwise. Further, let S = V = <p{Q,) C R^ be the spherical surface from Example 7.4.6, described by <p : (oi,9) i-> /?(cosQ!cos0, sinacosS, sin9) {(oi,9) e Q). It follows that d(j) d(j) J J J — X —(oi,9) =R (cos a cos 9, sin a cos 9, sin 0 cos 0), da 39 I d(j) d(j) \ 9, 9 X ((curl/)o0, —X —)ioi,9) =/? ((cosa + sinQ!)cos 9 + sin 9 cos 9). \ da d9 I
562 Chapter 8. Oriented integration Therefore / (curl/(x), d2x) = R^ I ((cos a + sin a) cos^ 6 + sin 6 cos 6)dad6 TT — — = R^ (cosa + sma)da j cos^6dO + InR^ / smQcosQdO J —jT J ^j/- J "if/- = 7tR^ [ sin^ 6> ] J = TzR^il - sin^ ir) = nR'^ cos^ f. On the other hand, 4> (] —jt, jt [ x {i/f}) C 9H has the parametrization y : a i-> /?(cosQ!cosT/f, sinacosi/r, sini/r) (—jt < a < n). And thus /oy(Q!) =/?(sinT/f, cosacosi/f, sinacosi/f), Dy(a) =/?(—sinacosi/f, cosacosi/f, 0), (/ o y, Dy ) (a) = R^(— sin a cos i/f sin i/f + cos^ a cos^ i/f). Furthermore, we have (p Q —tt, jt [ x {^j) = {(0, 0, 1)}, and because this is a zero- dimensional manifold, this part of 9 H does not contribute to the line integral along 9S. Finally, 71 (p{{7T} X ] i/f, — [) = {x e R^ I xi < 0, X2 = 0, X3 > sim/f, ||x|| = 1 = 0{{-7r}x]^,^[), but the points x = <p{y) of these two image sets under <p are traced in opposite directions when y ranges counterclockwise over the boundary 9^. Therefore, these parts of 9 H do not contribute to the line integral along 9 S. As a result / (/(■^)> '^i'^) = R^ I (— sin a cos rjr smrj/ + cos^ a cos^ ijr) da J da J —7T /^ 1 -(1 + COS 2a) da = nR^cos^ f, -JT -^ as expected on the basis of Stokes' Integral Theorem. ik
8.5. Applications of Stokes' Integral Theorem 563 Remark. In certain applications of Stokes' Integral Theorem, or of Gauss' Divergence Theorem, one is only given a closed C' curve C, or a closed C' surface D, in an open subset U C R^; it then remains to determine a suitable C' surface H, or an open set Q,m U such that C = 9 H, or D = dQ, and such that the theorem can be applied to the pair (H, C), or the pair (Q, D), respectively. Whether or not this can be achieved is a subject of study in homology theory, which is a branch of algebraic topology. In addition, one has to be careful in defining the integrals, especially with regard to the orientations of curves and surfaces. Formula (8.28) recalls the definition of the oriented line integral of a continuous vector field / along a C' curve in R^ forming the boundary of an embedded C^ surface in R^. In that case the data define a preferential direction for a unit tangent vector field along the curve. But the same definition is also meaningful for an arbitrary embedded C' curve y : I —>■ R^, if we fix a continuous choice for a tangent vector to that curve; in other words, y is such that Dy(t) points in the prescribed direction, for all f e /. This also applies, mutatis mutandis, to Definition 8.4.3 of the oriented surface integral of a continuous vector field g over an embedded C' surface in R^. There the data also define a preferential direction for a normal to the surface. And again this definition is meaningful for an arbitrary embedded C' surface 0 : D —>■ R^, if we fix a continuous choice for a normal to that surface; in other words, (p is such that (Di(j) X D2<j>)(y) points in the prescribed direction, for all y € D. In both cases we say that we have oriented the curve, or the surface, by choosing the direction of the tangent vector field, or the normal vector field, respectively. We therefore need, in addition, the following: Definition 8.5.2. Let D C R"~' be open, let 0 : D -> R" be an oriented C' embedding, and assume / : im(0) —>■ R" to be a continuous vector field. Define f,(f(x), d„^ix ), the orientedhypersurface integral of / over (p, by f {fix), rf„_ix) = /" det (/ o 0 I D,pXy) dy. O J(j> J D The definition is independent of the choice of the embedding, provided the total derivative of the reparametrization has a positive determinant. Indeed, if (j)(y) = <p(y), with y € D and y € D, then y = ((j)~^ o (j))(y) =: 'i^(y), see Lemma 4.3.3. Application of the chain rale to the identity <p = <p o^ on D now yields D^(y) = D(j>(y) D^(y). Given y € D, the function End(R"-') -^ R given by D«P(30 h^ det(/ o 0 I D$)(y) = det(/ o<j>(y) \ D<j>(y) D«P(>0) is antisymmetric and (n — l)-linear in the n— I column vectors in R"~' of D^P (y). It is therefore given by D'i^Cy) i-> cCy) det D'i^Cy), where cCy) = det (/ o(j)(y) \ D(j)(y)). This yields det (/ o 0 I D$)(y) = det D^(y) det (/ o 0 | D(p)(y).
564 Chapter 8. Oriented integration Applying the Change of Variables Theorem 6.6.1, with 'P : D —>■ D, we now find \det D^(y}\ det D^iy) f det(/ o 0 I Dct>)(y)dy= I det(/ o 0 | D^)(y) ^fl^Z^l^ ^y. Jd Jd if WlilBl Illustration for Example 8.5.3: Mobius strip Example 8.5.3 (Mobius strip). A C' surface in R^ cannot always be oriented; as a case in point, consider the Mobius strip. This can be obtained as H with H = im(0), where 0 : ^ —>■ R^ is the following C°° embedding: 1 1 It ^\ t a. a\ (p(t,a) = I cosa^l +fcos — j, sma^l +fcos — j, fsm — 1. For a positive parametrization of Q, the boundary 9 H is successively parametrized by <pit,-n) 1 0(2'") 4>(t.,n) 1 0(-->«) = (-1,0,-0 =: y+{a) = (-1,0,0 =: y^{a) (— <t < -), 2 2 {—71 < a. < TZ), (5 >' > -5)> (tt > a > —7i). The surface S itself is orientable. The nonorientability of H is a consequence of the fact that different parts of dO, (that is, ] —^, ^ [ x {—n} and ] —^, | [ x {n}) have the same image under 0 in 9 S (that is, the "vertical part" of 9 S), whereas the orientations on these images are equal (both are traced from the top down). As a result, these parts "do not cancel each other out" (in contrast to what happens when 9^ is glued in such a way as to form a cylinder).
8.5. Applications of Stokes' Integral Theorem 565 Stokes' Integral Theorem can be applied to H, provided one does not equate the overlapping parts of 9 H with each other, but considers each with its own orientation. For example, consider the vector field f:{x€R^\x^ + xly^O}^R^ with f(x) = — ^(-X2,xi,0). -A. 1 I Jiry By means of Formula (8.8) and Example 8.1.7 we see that curl / = 0. By virtue of Stokes' Integral Theorem, f {fis),dis)+ f {fis),dis)=0, Jy.,. Jy- because the integral over (twice) the vertical part of 9 S vanishes. On the other hand, consider the C°° embedding 0 : J^ —>■ R^ with the property S = S, if S = im {(j)(Q)), given by J^ = ] 0, - [ X ] —Itt, In [, <p{r, a) = <p{r, a); then 1 (j>ir, -In) = (1 - r, 0, 0) (0 < r < -), ~ 1 (j>{-, a) =: y{a) {-In <a < In), $(r, In) = (1 - r, 0, 0) (2 ^ '' ^ ^'*' 0(0, a) =: Y^ioi) {In > a. > —In). Here ya{oi) = (cos a, sin a, 0). In this case the nonorientability of H is evident from the fact that the "central circle", the image under yo, is traced twice in the same direction. Because the integrals over the "horizontal part" of 9 H cancel each other out, we find f{fis),dis)=4n, since j {f{s),dis) =-An. Jy Jyo Now im(y) is the disjoint union of im(y_|_) and im(y_); and, furthermore, y and y_i_ have the same orientation on their intersection, whereas y and y_ have opposite orientations on their intersection. Consequently f(f(s),d,s)= f {f(s),dis}- f {f(s),d,s}, and so / {f{s), dis) = i:2n. Jy± This example shows, moreover, that a closed C' curve in R^ that is not "knotted", to wit y, can be the boundary of a nonorientable C' surface, to wit S. ik
566 Chapter 8. Oriented integration Remark. We now study the global properties, as opposed to the local ones from (8.16) and (8.17), possessed by a vector field in the presence of a potential. Assume that the continuous vector field / : f/ —>■ R" has a scalar potential g : f/ —>■ R. Further, let x and y € U he fixed. Then we know that for every C' curve t H> y(t) : I ^ U from x to y, the integral f (f(s), dis ) is independent of the choice of the curve y. According to Formula (8.18), its value is given by the potential difference f{f(s),dis}=g(y)-g(x). Jy Now assume that« = 3 and that / possesses a vector potential /z : f/ —>■ R^; further, let the closed oriented C' curve y in f/ be fixed. Let H C f/ be an oriented C^ surface with da = y, while at every point of y a tangent vector pointing outward from H, the tangent vector to y in the positive direction (determined by the orientation of y), and the normal to H (determined by the orientation of S), form a positively oriented triple of vectors. Then, by Stokes' Integral Theorem f {f(x),d2X}= [{h(s),dis: J a J y That is, the oriented surface integral of / over H is independent of the choice of the surface H, provided the latter has the fixed curve y as its boundary, and the orientations on S and y are compatible. Definition 8.5.4. Let U C R" be open and let / : f/ —>■ R" be a continuous vector field. Then / is said to be conservative on U if, for any two points x and y € U, the oriented line integral of / along a C' curve y in U from x to y is independent of the choice of y. Furthermore, / is said to be solenoidal (6 cwXt)v = tube) on U if the oriented hypersurface integral of / over every compact oriented C' submanifold in U of dimension n — \ equals 0. O The terminology solenoidal is related to the fact that for every / having that property the oriented hypersurface integral over hypersurfaces is preserved if those hypersurfaces can be "connected" by a hypersurface T <Z U "consisting of streamlines for /", that is, for which the normal to T at every point of T is perpendicular to /. In other words, the integral of / over a hypersurface is preserved if that hypersurface has transverse intersection with the same "stream tube". More precisely, / is solenoidal on U if the oriented hypersurface integral of / over Si is equal to the opposite of that over H2, for all C' hypersurfaces Hi and H2 in U with the following properties: there exists a C' homotopy F : / x I"~^ —>■ U such that imr(0, •) = Hi, imr(l, •) = H2, moreover 9(imr) \ (Hi U H2) is aC' submanifold in f/of dimensions—1, and/(x) e rt(9(imr))ifx isin9(imr)\(HiUH2), while the orientations on Hi and H2 coincide with the outer normal on 9(im F).
8.6. Differential forms and Stokes'Theorem 567 Theorem 8.2.9 and Lemma 8.2.6 now yield: Proposition 8.5.5. Let U C R" be open and let f : U ^ R" be a C^ vector field. (i) Then f is conservative on U if U is simply connected and Af = 0, in particular, for n = 3, if f is curl-free. (ii) Letn = 3. Then f is solenoidal on U if U is star-shaped and f is source-free. For arbitrary n e N it is nontrivial to prove that a connected compact oriented C'' submanifold H in R" with A; > 1 of dimension « — 1 is the boundary of a bounded open set Q that lies at one side of its boundary (see Example 8.11.10 below on the Jordan-Brouwer Separation Theorem). Moreover, it depends on the properties of U whether Q can be found lying inside of U. If all of this is the case for every S as above. Gauss' Divergence Theorem 7.8.5 implies that a divergence-free vector field on U is solenoidal on U. Here the relation between these two notions will not be discussed systematically. Example 8.5.6. It is possible for a vector field to be curl-free, or source-free, on an open set f/ C R^, while the oriented integral along a closed oriented curve, or over a closed oriented surface in U, respectively, differs from 0. We limit the discussion to a few characteristic examples only. The set Ui = R^ \ {0} is not simply connected. Let fi be the vector field / from Example 8.2.4; that example then tells us that /^i (fi (s), dis ) = 27r ^^^ 0, if S' C f/i is the unit circle with positive orientation. Likewise, f/2 = R^ \ {0} is not simply connected either. Let /2 be the Newton vector field on U2. According to Example 7.8.4, the vector field /2 is source-free on U2, but, by Formula (8.32) and Example 7.9.4, one has f^iifiix), d2X ) = 1 ^ 0, if S^ C U2 is the unit sphere oriented according to the outer normal. On the other hand, it can be shown that every closed oriented C^ curve y in f/2 is the boundary of an oriented C' surface S in U2 with 9 3 = y and with compatible orientations on S and y; therefore, Stokes' Integral Theorem then yields /^{/2(^),^,^)=0. tV 8.6 Apotheosis: differential forms and Stokes' Theorem (iQ dKo6ewci^ = deification). The theory of differential forms is an extension of the foregoing, and provides a natural framework for the theory of integration over oriented manifolds. Moreover, this generalization leads to unification, because Gauss' Divergence Theorem 7.8.5 and Stokes' Integral Theorem 8.4.4 are special cases of Stokes' Theorem 8.6.10 below. Infinitesimal changes dx of a variable x are described by vectors in the tangent space at x to the space of those variables. Now let / be a function of x. The
568 Chapter 8. Oriented integration differential df(x) of / at x is the linear part of the infinitesimal change in / when an infinitesimal change dx occurs in x. This implies that df (x) should be interpreted as a linear function acting on tangent vectors at x. Thus df itself can be regarded as a function that gets evaluated along parametrized curves, by averaging over x on the curve the values of df(x), acting on the tangent vector that is determined by the parametrization, at x to the curve. Indeed, we know that the rate of increase of a function along a curve depends linearly on the tangent vector to the curve. By integrating we obtain differences between values of the function as oriented line integrals. In the development of the calculus for differentials, one introduces differential forms, that is, linear combinations of differentials, having functions as coefficients; and an expression of that kind can only be the differential of one function if integrability conditions analogous to those from Definition 8.2.1 are met. Higher-order differentials, products of differentials of functions, occur as obstructions against the integrability of the differential forms above. In fact, in the Remark following Proposition 8.1.12wesaw that Af (x), the obstruction at x against the integrability of a vector field /, led to an antisymmetric bilinear mapping acting on two infinitesimal changes. In analogy with the situation for df, this property enables the function Af to be evaluated along parametrized surfaces, by averaging over X on the surface the values of Af(x), acting on the pairs of tangent vectors that are determined by the parametrization, at x to the surface. Thus we see that higher-order differentials, that is, products of differentials of functions, occur in particular in the measurement of oriented volumes of infinitesimal parallelepipeds spanned by tangent vectors. One desires these volumes to linearly depend on those tangent vectors, and to vanish when the tangent vectors become linearly dependent. Together these considerations render it plausible that the higher-order differentials are generally defined as antisymmetric linear functions of the infinitesimal changes, that is, acting on collections of tangent vectors. In order to arrive at a rigorous formulation of the foregoing we begin by defining differential forms. Then we give the proof of Stokes' Theorem, where we also introduce the exterior derivative of a differential form; this concept thus finds a first justification in the fact that it plays an important role in Stokes' Theorem. In addition we develop some multilinear algebra in order to derive the usual expressions for the exterior derivative. Our treatment heavily uses properties of determinants of a matrix, but other approaches are possible, at the cost of more abstract algebraic constructions. Given a vector space V we write V* for the dual linear space of V consisting of the linear functional on V, that is, V* = Lin( V, R). Note that R"* := (R")* is linearly isomorphic with R" in view of Lemma 2.6.1. Definition 8.6.1. Let V be a vector space. Define /\ V* = R. Fori; > 0 we define /\ V*, the k-th exterior power of V*, as the linear space of all antisymmetric k- linear mappings of the A;-fold Cartesian product V'' of V with itself, into R, that is.
8.6. Differential forms and Stokes'Theorem 569 oi'in f\ V* if and only if, in the notation of Definition 2.7.3, ftj e Lin^'CV, R), ftj(t;„(i),..., t;„(fc)) = sgn(o-)ftj(t;i,..., t;fc) (a e Sfc). Here Sk is the permutation group on k elements, and sgnCcr) is the sign of cr, that is, sgnCcr) = (— 1)'" if cr = ctj ■ • • a,„ is the product of m transpositions. O Note that /\ V* = V*. Considering cl>{v\, .. .,Vi + Vj,... ,Vj + vi,..., Vk) we see that the condition of to e \lnl^{V, R) being antisymmetric is equivalent to the condition, where t; e V occurs in z-th as well as in y-th position, coivi, ...,v, ...,v, ...,Vk) = Q (i <i < j <n). Definition 8.6.2. Assume ai,..., a^ to be arbitrary elements in V*. One readily sees that ai A • • • A a^ e /\ V*, if we define, for all t;i,..., t;^ e V, (ai A • • • Aak)(vi, ...,Vk)= det(Q!,(t^;))i</,;<fc. O Definition 8.6.3. Let i < ii < • ■ ■ < ik < n and t;,-[,..., t;,-^ e V, then we use the notation / = (ii,..., ik), Ik = {(ii, ■■■,ik)\i <ii < •■■ <ik <n}. From now on the notation "^ indicates that the variable underneath is omitted. In particular, if A; = « — 1 we set T =(l,...,T,...,«)€i"-\ vr =(vi,...,v;,...,Vn)€V"'' (l<i<n). O Lemma 8.6.4. Let dim V = n and let (ei,..., e„) be a basis for V. Further, let (fip ..., e*) be the dual basis for V* given by ef(ej) = Sij,for 1 < /, j < n. Then the elements 4 := e* A ■ • ■ A el (I € i,) (8.33) form a basis for /\* V*. In particular, dim /\'' V* = Q); and so dim /\* V* = 0, fork > n. Furthermore, dim/\" V* = 1; and for m e /\" V* we have ftj = ftj(e(i,...,„)) det. (8.34)
570 Chapter 8. Oriented integration Proof. The linear independence of the vectors in (8.33) readily follows from the fact that, for / and 7 e i^ f 1, ifI = J; e^ej) = (8.35) I 0, in all other cases. Now let CO € /\ V* he arbitrary, and write coj = ct)(ej). We assert that a)=J2a)i e*j. (8.36) Indeed, both members of (8.36) have the same value on all A;-tuples ej, for J e Ik, and thus on V'', since m and the e^ are all contained in /\ V*. □ Example 8.6.5 (Relation to cross product of vectors). Let V = R" and let (ei,..., e„) he the standard basis. In this case, the cross product of « — 1 vectors in R" (see the Remark on linear algebra in Example 5.3.11) is closely linked to the results in Lemma 8.6.4. Since dimA R"* = dimA"~ R"* = n, we can introduce an isomorphism between R" and each of these two exterior powers. In fact, with V e R" we may associate bit; e A R"* = R"* ^^ i"^ Lemma 2.6.1, that is, we define (l)iv)h = {v, h), for all /z e R". For the other isomorphism we set H-l b„_it; = z„ det e /\ R"*, (z„ det)(t;i,..., t;„_i) = det(t; t;i ■ • • t;„_i), for any choice of vectors t;i, ..., t;„_i e R". Here z„ det is called the cowfracfzow of det e A" R"* with the vector v. It is a direct consequence of Formula (8.36) that b„_it; is completely determined by its action on the e^, for 1 < i < n. Expanding the n X n determinant by its first column we see (b„_it;)(^) = (iudet)(ef) = det(t; ei ■ ■■ e^ ■ ■ ■ e„) = (—l)'~'t;,-. Thus we have obtained H-l (The relation between b„_i t; and contraction with v explains the minus signs in this formula. For more details on bi and b„_i see Example 8.8.2.) Now we claim, for arbitrary Vi, ..., Vf,_i bit;i A • ■ • A bit;„_i = b„_i(t;i x • • ■ x t;„_i). Indeed, testing both sides of this equality on ef, for 1 < i < n, and applying Definition 8.6.2, we obtain det({vi,,ej)) i<i,^^„ = (-l)'~'det(e,-t;i •■■ t;„_i) = (-l)'~'(t;i x-■-xt;,,-!),-, which agrees with Formula (5.2) for the components of the cross product. This proves the claim. ik
8.6. Differential forms and Stokes'Theorem 571 In the following we pointwise apply Definition 8.6.1. Definition 8.6.6. Let U C R" be an open subset and Q <k <n. We consider k 1[/\t:u, the disjoint union over all x e f/ of the k-Xh exterior powers /\ T*U of the dual spaces T*U associated with the tangent spaces TxU = R" to U at x. The fact that TxU = R" follows from Theorem 5.1.2, because dim U = n. Here we ignore the fact that all these exterior powers actually equal the same space /\ R"*, taking for every point x e f/ a different copy of this. A differential k-form to on f/ is a mapping 0) U ^]J/\ t;u with (oix) € /\ T*U (x € U). xsU A differential k-foim on U therefore acts on a A;-tuple (t;i,..., t;^) of vector fields V; : U ^ R", if the V; are considered as mappings U B x h> ^i(x) € R" = T^U. Hereafter, a differential A;-form on U will frequently also be made to act on a A;-tuple of vectors (vi,..., Vk); these t;,- e R" then are to be regarded as translation invariant vector fields on U, that is, as constant vector fields U B x h> Vi € TxU. We write Q''(U) for the linear space with respect to the pointwise operations of differential A;-forms on U. Further, m is said to be a C' differential A;-form on U, with / > 0, if X i-> m(x)(vi, ..., t;^) : f/ —>■ R is a C' function on U, for all vi,... ,vic € R". The derivative of this function is an element of Lin (R", R) that we denote by vo i-> Da)(x)(vo)(vi, ...,Vk). (8.38) O Definition 8.6.7. Assume D C R'' and U C R" are open subsets and 0 < k < n. Let (p € C^D, U) and a, € ^*^(f/). Then (J)*cl, € ^*^(D) is defined by, for y € D, V, € TyD ~ R'', i(j>*cS)iy)iv,, ...,Vk)= coi<P(y))iD<P(y)vi,..., D(j>iy)Vk). The mapping <p* e Lin {QJ^{U), Q'^(D)) is said to be the operator of pullback under the mapping <p. O
572 Chapter 8. Oriented integration Let V C R''be open and let / e C^(U, V). Applying the chain rale one readily proves (/ o 0)* = r ° /*■ (8.39) A generalization of Definitions 8.1.1, 8.4.3 and 8.5.2 is the following: Definition 8.6.8. Assume 0 <k < n, and D C R*^ and U C R" are open subsets. Let (j) e C^(D, U) and let m e Q!^{U) be a continuous differential A;-form. Then define /, u), the oriented integral of u) over <p, by ! c= i (ro))(y)(e^i,...,k))dy = I cD{(j>{y)){D,(j>{y),..., Dk<P(y))dy, J(i> Jd Jd provided the integral in the last term converges. Here (ei,..., ek) is the standard basis for R*^. O Remarlt. The value of the oriented integral of m over (p does not change upon a reparametrization with positive orientation of the set D. That is, if 'P : D —>■ D is a C' diffeomorphism with det D^P > 0, then J(j> J(j>0^ oi. (8.40) Indeed, application of Formula (8.34) to ni'i'iy)) e f\!^ T^{y)D yields ^*rj(y)(e^,_k)) = rj(^(y))(Di^(y),..., Dk^(y)) = 7?(«P()>))(£(,....,,))I det D«PW|. Thus the assertion follows from the Change of Variables Theorem 6.6.1. Further, let V C R'' be open, let / e C^(U, V), and m e Q''(V) a continuous differential A;-form. An immediate consequence of Definition 8.6.8 and (8.39) then is f 0)= f f*co. J fo<f> J (j> Finally, assume in particular that 0 is a C' embedding. Then X = <p (D) is a C' submanifold in R" of dimension d, on account of Corollary 4.3.2. If 0 : D —>■ R" is another C' embedding with X = <p{D), it follows from Lemma 4.3.3.(iii) that vp = 0-' o 0 is a C' diffeomorphism, with <p = <p ° ^- Under the assumption det £>(0~' o <p) > 0 one verifies, analogous to the proof of Formula (8.40), J<P J(t> 0).
8.6. Differential forms and Stokes'Theorem 573 In this case, therefore, f^ m, the oriented integral of o) over the manifold X, has been defined by Jx J(t> CO. We are now in a position to prepare the proof of Theorem 8.6.10 below, known as Stokes' Theorem; this proof is a direct generalization of the proof of Proposition 8.1.12. Let A; > 1; assume that D C R*^ and U C R" are open subsets, and that 0 € C^(D, U); finally, let to be a C' differential (k — l)-form on U. In the notation from Definition 8.6.3 consider fi : D ^ R,for I < i < k, given by fiiy) = (ct>*a))(y)(er) = oy{(j>{y)){D,(j>{y),..., D^),..., Dk4>{y)). Then we have, with Deo defined in (8.38) and by using Proposition 2.7.6, Difiiy) = Dco{(j>{y)){Di(j>{y)){Di(j>{y),..., D^),..., Dk,p(y)) + Yl oj{<j>(y)){Di<j>(y),...,D;^),...,D,Dj<P(y),...,Dk<P(y)). In the last sum the summation is over j e {I,... ,i — 1,1 + I,... ,k}, while DiDj(p(y) can also occur to the left of Di(p(y), specifically, if j < i. Applying alternating summation over I <i <km order to ensure antisymmetry, one obtains J2(-iy''D!fi(y) J2 (-ir'Doj{<j>(y)){Di<j>(y)){Di<j>(y),..., D^),..., Dk<P(y)) l<i<k l<i<k + ^(-1)- j: l<i<k l<j<k,J^i oj{<j>(y)){Di<j>(y),..., D^),..., D,Dj(j>{y),..., DuHy)) : Y, (-ir'Doj{<j>(y)){Di<j>(y)){DMy), ■■■, D^),..., Dk<P(y)) \<i<k \<i<j<k co{(j>{y)){DiDj(j>{y) - DjDi(j>{y), D^y), ■■■, D^),..., Dk,p(y)) J2 {-iy''Doj{(j>{y)){Di(j>{y)){DMy), ■■■, D^Hy),..., DkHy)), \<i<k (8.41)
574 Chapter 8. Oriented integration on the strength of Theorem 2.7.2. Note that induces a mapping belonging to hin''(T^U, R). Definition 8.6.9. On account of Lemma 8.6.13 below, the mapping in Lin*^ (TjcU, R) given by (vu...,Vk) i-> ^ (-iy~^ Da)(x)(Vi)(vi,... ,vi,..., Vk) l<i<k belongs to /\ T*U; we denote it by (t;,,..., Vk) i-> dM(x)(vi,...,Vk). Here dco e Q'^(U) is said to be the exterior derivative of co € ^*^~'(f/). The operator d€Uni^''-\U), Q''(U)) is known as exterior differentiation. We say that m e Q''~^(U) is closed on U if dco = 0. Furthermore, rj e Q^(U) is said to be exact on f/ if there exists an CO € ^*^-' (f/) with ?? = rfftj. O By the use of Definitions 8.6.9 and 8.6.7, Formula (8.41) may be converted into the following equality of functions, valid for y € D: d(ct>*c^)(y)(e^i_k)) = Yl (-iy''D,(ct>*c^)(y)(ef) isisk (8.42) = dco{(j>{y)){Di(j>{y),..., DkHy)) = (r(dco))(y)(e^i,...,k)). Note that (8.42) implies the following identity of differential A;-forms on D: d(<j)*co) = <j)*(dcoy, (8.43) in other words, exterior differentiation and pullback to D C R*^ commute, acting on^*^-'(f/). Now let 7*^ = [ 0, 11*^, a closed A;-dimensional hypercube in R*^, and assume that (p : l'' ^ R" is the restriction of a C^ mapping D —>■ R" for an open neighborhood D of l''. Integrating the equality between the second and the fourth term in (8.42) over l'', changing the order of integration, and applying the Fundamental Theorem of Integral Calculus on R we obtain J2 ^±(-l)'-'/,-.±= f (r(d(^))(y)(eii,....k))dy. (8.44)
8.6. Differential forms and Stokes'Theorem 575 Here we have //,±= / (((t>i,±)*(^)(yr)(ef)dy^, where 0/,± : yr^ <i>(yi,---,yi-u ^ ,yi+u ■■■,yk) ■■ i'"'^ -> u is a parametrization of the smooth parts 9,-±0 of the z-th {n — l)-dimensional faces of 9(0 (7*^)). Further, the direction of the outer normal to 9,_±0 is given by ±sgn(detD0)(-l)''~'Di0 x ••■ x D^ x •■■ x Dk<i>. Indeed, the inner product of this vector with :^Di<p is positive (compare with Exercise 7.59.(ii)). This enables us to recognize the left-hand side in (8.44) as /g. u), and the right-hand side as /, doi; thus we have now obtained: Theorem 8.6.10 (Stokes' Theorem). Let 0<k <n, let l'' = [0,lf C R^ let U be open in R", and let <p € C^{I^, U); in addition, let m e Q''~^ (U) be a C^-form. One then has Jd<P J<p Note that, moreover, a limit argument yields: do). dtp Proposition 8.6.11. The definition of co \-^ dco : Q!^ '(f/) —>■ Q!^{U) is independent of the choice of coordinates in R". The following theorem is a generalization of Formula (8.43). It is yet another expression of the fact that the exterior differentiation d is invariant under coordinate transformations; but it is more general, because the mapping / below need not be a diffeomorphism. Theorem 8.6.12 {d and pullback commute). Assume U C R" and V C R'' are open subsets, and f € C^(U, V). Let m e Q''~^(V) be a C^-form. Then we have the following identity of elements in QJ^{U): d(f*oj) = f*(doj). Proof. It suffices to show that, for all (p e C^(l'', U), f(dof*)a)= f(rod)a). J<P J(i> By means of Definition 8.6.8 and Formulae (8.43) and (8.39) we find
576 Chapter 8. Oriented integration I (do f*) CO = I (p*o(do f*)a)= I do((P*o /•*) CO J(l, Ji>' ' Ji>' = I do(fo(j>)*CO= f (fo(j>)*odcO = j^^r°{r°d)co = j{rod)co. □ The next lemma is a special case of Formula (8.50) below, which provides a procedure for antisymmetrizing multilinear forms. Lemma 8.6.13. Let rj e Lin*(V, R) be antisymmetric in the last k — \ variables. \ V*, if we define Ar){vi,...,Vk)= Y^{-iy~'^r)i'*^i,vi,...Si,...,Vk). (8.45) Then Arj € /\ V*,ifwe define \<l<k Proof. We prove Ar){v\,..., t;/_i, v, vi+\,..., t;„,_i, v, v,„+i, ...,Vk) = 0, for 1 < I < m < k. In view of the antisymmetry with respect to the last k — \ variables, the summands in (8.45) with index i different from / or m vanish in this case. The summands with indices / and m, respectively, are of the form (-1)'"' r](v, vi,..., t;/_i, t;/+i, t;/+2, ■ ■., t^n.-i, v , v,„+i,..., Vk), (8.46) (-1)'" 7]iv, Vi,..., V,_i, V , V,+ i, ..., V,„_2, t^,«-l, t^m + 1, . ■ . , t^fc). Ignoring sign, the first term in (8.46) can be obtained from the second by transpositions of neighbors; to achieve this, the element v has to be carried from the l-th position to the (m — l)-th position. This requires m — l—l transpositions of neighbors; consequently, the sign of the second term becomes (— i)'"-'-('"-1 -0 = _(_!)'-'□ 8.7 Properties of differential forms We begin with a result in linear algebra. Let A e Mat(«, R). The computation of det A using expansion by a row or a column of A is well-known. It is possible, however, to expand det A by several rows, or columns, simultaneously. Indeed, let 0 < A; < «. For / = (z'l,..., 4) e ik as in Definition 8.6.3, introduce |/| = Ylispskh^ ^^ ^' = (i'l^ ■ ■ ■ J'n-k) ^ ^"-k by {m,...,4} U {Zj,...,/^,_j(.} = {!,...,«}. Furthermore, for / and J e ik, write Ajj e Mat(A;, R) for the matrix whose (p, ^)-th entry equals fl/pj,, for 1 < p,q < k; then Ajiji e Mat(« — k,R). We now claim that there is the following expansion by the rows of A labeled by / e 1^: det A = (-1)1^1 Yli-iy-'^ det Aij det^ry-. (8.47) 7 sit
8.7. Properties of differential forms 577 In order to verify this, denote by aj e R" the y-th column vector of A. Next define fl'- e R" byfl;- = Ujj (i.e. thez-thentryofaj-)if ^ ^ {M, • ■ •, ik }> and a-. = 0 otherwise. Finally, set a". = aj — a', e R". Observe that the linear subspace spanned by the a', and the a"., for 1 < j < «, is of dimension < k and < n — k, respectively. Because det e Lin"(R",R) is antisymmetric, the decomposition aj = a'j +a'j leads to the decomposition det A = Xiysit ^^^ ^^^' where the entries a'J' of a'-' e Mat(«, R) are given by I(ip, jq), for some I < p,q <k\ {i'j., j^), for some 1 < r, s < n — k; and a'^ = 0 otherwise. In order to compute det A''^, let us shuffle the rows and columns of A''^ so as to place Ajj e Mat(A;, R) as defined above in the upper left corner. To this end we have to perform (M - 1) + ■ ■ • + 0, -k) + O", -l) + ... + (j,-k)^ \I\ + \J\ mod 2 permutations. The lower right corner of A''^ then is made up by Aj/j/, while the other entries equal 0. Lemma 8.7.1. Let V be a vector space of finite dimension. Then there exists a unique bilinear mapping k I k+l /\V* X /\V* ^ /\V* with (CO, r])^^a)Ar], which satisfies, for I € Ik and J € li, e*Ae*=(elA---A e?) A (^ A • • ■ A e*) = e* A ■ • ■ A e* A ^ A • • ■ A e* . The operation A is known as the exterior multiplication. It is associative and anticommutative, which means that t] am = (—\)'''m a r). Proof. In order to meet the conditions we define, for linear combinations of basis vectors (see Lemma 8.6.4), \y^M,e]\A[y^r]jey[= ^ M,r]je]Ae*. The last assertion follows by successive application of e^ A ef = —ef A e'j. What is left to prove is that the definition of exterior multiplication does not depend on the choice of the basis in V. To this end we obtain Formula (8.48) below for mat], where m = ef A • • • A e* and r] = e*- A- ■ ■ Ae*-. Consider t;i, ..., Vk+i € V. Then, by Definition 8.6.2, (MAr])(vi, ...,Vk+i) =deti4.
578 Chapter 8. Oriented integration where the ^-th column vector of A e Mat(A; + /, R) is given by (Viic,,..., Vi^q, Vj^q, ■■■ , vj,^y (I <q <k + l). We compute det A using expansion by the top k rows as in Formula (8.47), thus we find, with P = (\,... ,k), and 1 < ^i < • • • < qk < k +1 if Q € Ik, (CO A n)(vu ..., Vk+i) = (-l)i^(^+') J2 (-1)'^' det ApQ dst Ap,Q, Qsik (8.48) = (_l)^^(^+i) J2 (-l)ieia)(t;„,..., V) '/(V,' ■ • ■' \')- esii. This shows that the definition of to A ?; is in terms of m and ?; only, and does not depend on the choice of the basis (ei,... ,e„) of V. □ Remark. The permutation /I ... k k+\ ... k + l \ _ \qi ... qk qi ... q, J where Sk+i is the permutation group onk + l elements, is said to be a shuffle. Such a permutation describes a possible way of shuffling a deck of k cards through a deck of / cards, placing the cards of the first deck in order in the positions qi,..., qk and those of the second deck in order in the positions q[,.. .,q[. The set of all shuffles in Sk+i is denoted by Sk,i and consists of ( j^ ) elements. Furthermore, sgn(o-g) = (-l)i*^(*^+i)+iei. Accordingly Formula (8.48) takes the form (ftj A ri){vx,..., Vk+i) = Y^ sgn(o-) (o) o a)(vi,..., t;^) (?? o a)(Vk+i,..., Vk+i). (8.49) Here cr(vi,. ..,Vk) = (Va{i), ■■■, v^^k)), etc. The results above are used in the preliminaries for the proof of the next theorem. Wewrite/\ ' V*forthe linear subspace of Lin'^"'"'(V, R) consisting of the mappings that are antisymmetric with respect to the first k variables as well as the last / variables, and similarly we introduce /\ ''"' V*. Next define (see Lemma 8.6.13 for the case ofA;= 1,1 = k — 1 and m = 0) A,., € Lin (/\ V*, /\ V*) by A^.^oj = ^ sgn(or) oj o a, (8.50) where cr(k + I + i) = k + I + i, for 1 < i < m. The associativity of the exterior multiplication from Lemma 8.7.1 implies the commutativity of the following
8.7. Properties of differential forms 579 diagram: k,l,m /^. k,l+ni yy y*^^ yy y* Au At,,+„, . That is, Ak^,^„i o A^j = AkJ_^_,„ o Ai,„. k+i"i At+,„, k+l+ni yy y* ^ yy y* (8.51) Theorem 8.7.2 (d^ = 0). Z^f U be open in R". For d acting on C^ forms we have, for A; e N, 0 = d^ : Q''-\U) ^ Q''+\U). In particular, in the terminology of Definition 8.6.9 we have that every exact differential form is also closed. Proof. Consider a C^ form o) € ^*^-'(f/) andx € U. From (oix) € A*""' T*U it follows that Da)(x)vi e /\''~^ T*U too, for a given ni e r^f/. According to Definition 8.6.9 we find da)(x) e /\'' T*U by application of Aj ^t-i to i,fc-i Da)(xy € /\ r;f/, £>ftj(xnt;i, ...,Vk) = Dm(x)(vi)(v2, ..., t;^). We may differentiate the resulting identity dcoix) = Ai^k-iDcoix)" at x in the direction of a fixed vector t;i e T^U. In view of Lemma 2.4.7 we have that D(dct))(x)v\ e A T^*^ is the result of application of Ai^k-i to the mapping in A^''''"^7:;f/given by (t;2, ■ ■., Vk+i) i-> (Z)^ftj(x)(t;i)t;2)(t^3, ■ • •, Vk+i). On account of Lemma 2.7.4 we may write this mapping as D'^coix)" : (V2,..., Vk+i) i-> D'^a)(x)(vi, V2)(v3,..., Vk+i), where D^a)(xy €/\^'^''"^ T^U. Now it follows that Ai^k-iD^(^(xy € /\' is the element which on evaluation on (t;i, • • •) equals D(dct))(x)v\. Again by Definition 8.6.9, application of Ai^k to this element gives d(dM)(x), that is d'^ioix) = Aik o Ai^k-iD'^a)ixy = A2,k-i o AijD'^a)(xy, where we used Formula (8.51). Finally, Theorem 2.7.9 implies AijD^M(xy(vi,..., Vk+i) = D^a)ix)ivi, V2)iv3,..., Vk+i) - D^a)(x)(v2, Vi)(vj,..., Vk+i) = 0. '^
580 Chapter 8. Oriented integration Proposition 8.7.3. d is an antiderivation, that is, for C' forms co e Q''(U) and t] € Q'(U) we have d{u> AT]) = du> /\r] + {—\)'^(i> A drj. Proof. As in Definition 8.6.9 and in the proof of Theorem 8.7.2 we have \,k+l dia)Ari)(x) = Aik_^_iD(a)Ari)(xy, where D(a) A7])(xy € A T*U (8.52) is given by D(a) A ri)(xy(vi,..., Vk+i+i) = D(a) A r])(x)(vi)(v2,..., Vk+i+i). Accordingly we now consider D(m a v)(x)vi € A''^' T*U, for fixed t;, € T*U, and note that, on account of Proposition 2.7.6, D(ct) A ri)(x)vi = Dct)(x)vi A ri(x) + a)(x) A Dr](x)vi = Da)(x)vi A r](x) + (-l)'''Dr](x)vi A m(x), the exterior multiplication being anticommutative by Lemma 8.7.1. Thus, we obtain D(a) A ri)(xy = Dccixy AYjix) + {-l)"Dr]{xy Au,{x). (8.53) Because it is an exterior product of elements in /\ ' T*U and /\ T*U, we have \,k,l DM(xy A r](x) = Akj{Doi{xy ■ r](x)), with Dcoixy ■ ri(x) e /\ T*U. Formula (8.51) now implies Ai^k+i(Da)(xyAri(x)) = Ai^k+i o Ak,i(Da)(xy ■ r](x)) = Ak+i,i o Ai^k(Da)(xy ■ 7](x)) = Ak+i,i((da))(x) ■ r](x)) = (da))(x) A r](x). Exactly the same arguments with the roles of k and / interchanged apply to the second summand in (8.53); hence we get, using (8.52), d(a) A ??) = (do)) A ?? + (-if'idTi) Aa)= (do)) A ?? + (-l)*^'+*^('+')&j a (dTj). □ Definition 8.7.4. We introduce a standard notation for differential A;-forms on an opensubset f/ofR". Ifx,- : U —>■ R is the z-th coordinate function. Definition 8.6.9 implies that dxi(x) e T*U is constant, equaling the i-th standard basis vector ej- e R"*,for 1 < i < wandx e U. Formula 8.36 therefore implies that to e Q''(U) can uniquely be written as 0) = \2a)jdxj with (Oj e ^°(U), x i-> ct)(x)(ej) : f/ —>■ R, dxj = dxji A • • • A dxi^ if I = (i\,..., ik).
8.8. Applications of differential forms 581 Furthermore, we define (compare with Definition 8.6.3) e =(ei,...,e„)€(R")", ^= (e,,... ,1?,..., e„) € (R")""', dx = dxi A • • • A dx„ e ^"(U), dxj- = dxi A ■ ■ ■ A dxj A ■ ■ ■ A dx„ e ^""^(11). '^ Corollary 8.7.5. For U open in R" and f € Q°(U) a C^ differential form, one has df=J2 Difdxi €^\U). l<i<n More generally, for m as in Definition 8.7.4 which is a C' differential form, do) = Y^ dcoj A dxj = Y^ Y^ DjCDj dXj A dxj e ^'^^^{U). Islk Islk l<i<n Here doij € ^'(f/) is the exterior derivative ofoij e Q,°{U). Proof. According to Definition 8.6.9 one gets df(x)(ei) = Dif(x), for !</<«, and this implies the formula for df. Successively using mathematical induction over k e N, Proposition 8.7.3 and Theorem 8.7.2, one derives/i(/ix/) = 0, for all/ e Ik. Hence the first equality in the formula for do) follows from Proposition 8.7.3, while the second equality follows from the formula for dcoi. □ 8.8 Applications of differential forms Example 8.8.1 (Exterior derivative of differential 1- and (n — l)-form). For a C^form CO = 2, (^jdxj ^Q}{U), one has dco = 2. DjCOj dxt Adxj. In the notation of Definition 8.7.4 we have (—l)'~'rfx/ A dxf = dx. For m e Q"''^(U) we define (—l)'~^ftj,- = o)(ef), which yields CO = y^ (—iy''^cOi dxf, and so dco = i 2, DjCOjjdx. liV
582 Chapter 8. Oriented integration Example 8.8.2 (Relation between vector fields and differential forms). We apply the results from Example 8.6.5 in order to define b„_i and b i acting on vector fields. Thus, to a C' vector field / : f/ —>■ R" we may, on the one hand, assign the C' form b„_if = ifdet€Q"-HU), 0>det)(t;,,...,t;„_,) = det(/t;, ••• t;„_,), for arbitrary vector fields t;i, ..., t;„_i on U. As in Example 8.6.5, we find b„_,/ = J2 (-!)''"'./;■ ^^ e ^"-'(f/); SO ^(b„_,/) = b„(div/) := diy fdx € ^"(U), by the preceding example. Moreover, for y e 9,-_±/" (see the proof of Stokes' Theorem 8.6.10), we see that r(K-if)(y)(ef) = (ifdst)i<P(y))iDi<P(y),..., oi^),..., D„<P(y)) = det(/ o <P(y) Di(j>{y) ■ ■ ■ oi^) ■ ■ ■ D„<P(y)) = {f o(j), Di4> X ■■■ X D;4> X ■■■ X D„(j)}(y). Furthermore, for X € /", 0*(rf(b„_i/))(x)(e) = div/(0(x))rfx(£),0(x),..., D„,pix)) = (div/)o0(x)det(Z)i0, ...,Z)„0)(x) = (div f) o(j>(x)detD(j>(x). Thus Gauss' Divergence Theorem 7.8.5 is seen to be a special case of Stokes' Theorem 8.6.10. On the other hand, to a C' vector field / : f/ —>■ R" we can assign the C' form ^i/= J2 fid^i^^\U). \<i<n Then, in the notation of Formula (8.4), d(bif) = 2. DjfidxjAdxi= 2. (Djfi — Difj)dxjAdx! In particular, for « = 3, di\>lf) = (Dif2 - D2f\)dXi AdX2 + (1)2/3 - D^f2)dX2Adx^ +(D3fi - Difj) dx-i A dxi.
8.8. Applications of differential forms 583 That is ^(h/) = b2(curl/), because ^zC^) = ^i '^•^2 ^ ^^3 + 82 ^^3 ^ ^^i + ^3 '^•^1 ^ dx2. Consequently, Stokes' Integral Theorem 8.4.4 also is a special case of Stokes' Theorem 8.6.10. We summarize the situation in R^ in the following table: function g vector field gradg bi(gradg) = dg; vector field/ vector field curl/ bzCcurl/) = d(bify, (8.54) vector field/ function div/ b3(div/) = d(b2f). These identifications are valid only in the standard coordinates on R^ and use the orientation of R^. We conclude that b2(curlgradg) = d'^g = 0, bsCdiv curl/2) = d'^ibih) = 0; therefore the identities from Formula (8.17) follow from the identity d'^ = 0 (see Theorem 8.7.2). The classical notation for a vector field is t; = t;' t^, and for a differential form 3.V' 0) = Mjdx', where according to the Einstein summation convention the summation is carried out over those indices that occur as subscript and superscript. Upon the transition from v to m the indices ' of the coefficients are lowered to /; hence the notation b (a character indicating a half step drop in pitch) for these "musical" isomorphisms. ik Example 8.8.3 (Special case of Brouwer's Fixed-point Theorem). Assume that U is open in R", that (p e C^{I", U), and that K := (j)(I") has a nonempty interior. Let g : U ^ dK be a C^ mapping. Then the restriction gl^i^ of g to dK cannot equal the identity ondK. This result implies, among other things, that a membrane cannot be retracted onto its boundary without being punctured somewhere. Indeed, let x = (xi,..., x„) be the coordinate mapping on R" and let g = iSi' ■ ■ ■' 8n)- Consider the integrals / Xidx2 A ■ ■ ■ Adx„ and / gidg2 A ■ ■ ■ Adg„. Ja(t> Jd<p If g(x) = X, for all X e dK, then the two integrals are equal. By Stokes' Theorem 8.6.10 and Corollary 8.7.5 it then follows that vol(ii:) = / dx = I dX\ A • • • A dx,i = I dg\ A • • • A dg„. J tp J tp J tp
584 Chapter 8. Oriented integration This results in a contradiction, because the left-hand side does not vanish, whereas the right-hand side does. Indeed, we have gj = x; o g = g*Xj, for 1 < z < «. By Theorem 8.6.12 we find dg; = d(g*Xi) = g*(dxi). Thus, for x € U and for any «-tuple of vectors Vi,..., v„ € T^U — R", (dgi A • • • A dg„)(x)(Vi, ...,V„) = {g*(dXi) A • • • A g*(dx„))(x)(Vi, ..., V„) = (dxi A • • • A dx„){g(x)){Dg(x)vi,..., Dg(x)v„) = det(Dg(x)vi ■ ■ ■ Dg(x)v„) = 0, since the n vectors Dg(x)vi,..., Dg(x)v„ are elements of the (n — l)-dimensional linear subspace Tg^^^(dK), and therefore linearly dependent. Now assume A!' to be a convex open set, and let B be its closure. Every C^ mapping f : U ^ R" which maps B into itself has a fixed point in B, in other words, there exists anx € B with f(x) = x. Indeed, if x ^^^ f(x) for all x € B, one can assign to x the unique point of intersection g(x) with dK = dB of the half-line from f(x) to x. The mapping g : B ^ dK thus defined can be extended to a C^ mapping g : U ^ dK for an open neighborhood U of B, but this leads to a contradiction with the foregoing. ik Example 8.8.4 (Jacobi's identity for minors). Let U and V be open in R", let <p : U ^ V be a C^ mapping and denote the (z, i)-fh minor of the matrix of D<p {x) by <pij{x). Then we have Jacobi's identity for minors: ^ (-iy£>;0,; = 0 (!</<«). Indeed, consider the standard volume form dy = dy\ A • • • A £?}'„_i € ^"""^ (R"""^). Fix I <i <n and write f,- = (0i,..., 0,-,..., 0„) : U —>■ R"""^ In the notation of Example 8.8.1 we have ^:idy)= Y, ^;(dy)(ej)dxj€Q"-\U). By Definitions 8.6.7 and 8.6.2, ^*(dy)(ej) = dyiD^ieu ..., D^j,..., D^ie„) = dy(Di^i,..., D~li,..., A,f,) = det(£>,f,- ■ ■ ■ SJlt ■ ■ ■ D„^i) = (j>ij. Now d(dy) = 0, since it belongs to ^"(R"~'), whence 0 = ^ndidy)) = dmdy)) € Q"(U) by Theorem 8.6.12. Thus the assertion follows from Corollary 8.7.5 and the identity dxj A dxj = (—l)^""'/ix. Note that, for « = 2, Jacobi's identity takes the well- known form DiD2(t>i - I>2^i0/ = 0, for 1 < z < 2. ik
8.9. Homotopy Lemma 585 8.9 Homotopy Lemma The formulation of Lemma 8.9.1 below requires a certain amount of preparation. Let U C R" be open. Assume (<l>')/sR to be a one-parameter group of dif- feomorphisms on U with C^ tangent vector field t; : f/ —>■ R", that is (see Formula (5.21)) d <D'(x) (x € U). '^""^ dt Then we have the induced mapping L„, the Lie derivative in the direction of the vector field v, acting on the C' forms co e Q!^{U) (see Definition 8.6.7) dt (<D')*to e Ql'iU). (8.55) r=o It follows, by Theorem 8.6.12, that for all C' forms co e Ql'iU) and r) e ^'(f/), and C^ forms u) e Q!^{U), respectively, Lvico Arf) = {Lycci) AYj + CO ALyYj, and Ly{dcS) = d^L^cS). (8.56) We say that L„ is a derivation. We further introduce /„, the contraction with the vector field v, acting on ^'^ (U) as follows. If / e ^°(f/), then i^f = 0, and if 1 < Jfc < «, /„ : ^*^(f/) ^ ^*^""'(f/) with {iyO)){v2,...,Vk)=CL,{v,V2,...,Vk). (8.57) By expansion according to the upper row of the determinant {df Arj){v, v\,..., Vk), for all / e C (f/) and ?; e Q''(U), where t;i,..., t;t are vector fields on U, we see i^(df A ??) = (/„rf/)?? - rf/ A /„??. (8.58) We claim that z„ is an antiderivation (see Proposition 8.7.3), that is, for C° forms 0) e ^'^(U) and t] e ^'(f/) we have iy(a) At]) = i^o) Ari + (-l)''o) A i^r). (8.59) Using Formula (8.58) we can prove this by mathematical induction over A; e N as follows, for/ €C\U): iv((df Aco) Arj) = iv(df A (co A rj)) = iv(df)ci) Arj — df A iy(a) A rj) = iy(df)ct) Arj — df A ivO) Ari + {— 1)*^+'^/ Aco A i^rj = iv(df am) ATI + (-l)^+^(fi?/ AO)) A i^T).
586 Chapter 8. Oriented integration Lemma 8.9.1. We have the following homotopy formula as identity of linear operators on C^ forms in Q''(U): Ly = d O iy -\- iy O d. In particular, the operators Ly and d commute, becauseL^od = doL^ = doi^od. Note that for o) e ^'^(U) one has iyO) e ^^■"' (U), and hence divO) € ^'^(U), while do) € Q''+^(U), from which iydco € Q''(U). Proof, d is an antiderivation according to Proposition 8.7.3 and iy is an antideriva- tion too according to Formula (8.59). But then Dy := diy + i^d is a derivation, since for C' forms o) e ^'^(U) and t] e ^'(U), D^(m At]) = d{i^M At] + (—lyo) A iyt]) + iy{dM At] + (—\)''m a drj) = diyO) A t] + (—l)'^~^iya) Adt] + (—l)'^da) A i^rj + {—1)'^'^cl> Adi^r] +iyda) At] + (—l)'^iya) Adt] + (—l)*^+'rfftj A iyt] + (—l)'^'^a) A i^dt] = DyO) At] + 0) A D^r). Set k = <d\ application of the chain rale to f i-> / o O' then results in the homotopy formula, for / e C^{U). Furthermore, for m = df € Q^(U) one then shows, by (8.56) and using d'^ = 0 (see Theorem 8.7.2), Lyco = d(L,f) = d(d(iyf) + iy(df)) = d{iycc) = D,a). (8.60) Hence we know that Ly and Z)„ are derivations agreeing on the elements of Q°(U) and Q^(U), therefore they agree on those belonging to Q''(U), for 0 < A; < «. □ Example 8.9.2. Suppose a e Q" (R") is a C' form that vanishes nowhere and let v be a C^ vector field on R". Then there exists a uniquely determined function diva v on R", the divergence of v with respect to the volume form a, such that L^a = div„t;Q! e ^"(R"). The homotopy formula from Lemma 8.9.1 then implies d(ivOi) = (div + ivd)(x = LyO. = diva va. Further, suppose that v is the tangent vector field of the one- parameter group of diffeomorphisms (<l>')/sR oil R"> ^iid consider arbitrary (p e C^([ 0,1 ] ", R"). Application of Stokes' Theorem 8.6.10 to /„« € ^"-'(R") now leads to the following analog of Formula (7.52): — I / a = I diVa va = I lyOi. Here the first identity follows from d\ f d\ f , f d\ , f
8.9. Homotopy Lemma 587 Example 8.9.3. The theory of differential forms sheds another light on Step IV on differentiation in the third proof of the Change of Variables Theorem in Section 6.13. As in Example 8.8.2, the function g o S" det Z)H" on V corresponds to the form {'Ei"y{gdy) € ^"(V). On account of the homotopy formula we then find, using ih?iid{gdy) €^"+HV) = {0}, d du (3"r(gdy) = L^igdy) = (d o i^ + i^ o d)(gdy) = d o i^(gdy) 11=0 = d(gi^dy) = d(^ J2 (-iy-'g^idyr)=div(g^)dy. (8.61) Here we applied the formula from (8.37) that i^ dy = X!i<i<n(~^)'~'^''^^ ^ ^"-^(V), and Example 8.8.1. It is tempting to terminate the computation in (8.61) as soon as one encounters d applied to an « — 1 form and to invoke Stokes' Theorem; this, however, would lead to a circular argument, because the proof of that theorem uses the Change of Variables Theorem. ik Definition 8.9.4. Let U and V be open in R" and let Oq and Oi : f/ ->■ V be two C^ mappings. Then Oq and Oi are said to be C^ homotopic mappings if there exists a C' homotopy between Oq and Oi, that is, a C' mapping F : / x f/ —>■ V satisfying r(o,-) = <i>o, r(i,-) = <i>i. Now assume that Oq and Oi are C^-diffeomorphisms. A C^ homotopy T between Oo and Oi is said to be a C' isotopy if T{t, •) : f/ —>■ V is a C^ diffeomorphism, for every f e /. O Lemma 8.9.5 (Homotopy Lemma). Let U and V be open in R" and let <l>o and Oi : f/ —>■ V be two homotopic C' mappings. Then, for I <k <n, there exists an operator H = Hk, the homotopy operator, satisfying Hk&Un{^{V),a''-\U)), ^-% = doHk+Hk+iod on Q''(V). Proof. Suppose r:/xf/—>■ VisaC^ homotopy between Oq and Oj. Further, let i, : f/ -> / X f/ be given by l,(x) = (t, x). Then F o j, = F(r, •) e C (f/, V), for f e /. Let 0) e Q^(V). Application of the Fundamental Theorem of Integral Calculus on R to f i-> (F o it)*(^ € Q''(U) (evaluated on k arbitrary vector fields on f/, if necessary, to convert it to a scalar function) now gives Jo dt' ^0) - %ay = (F o LyYay - (F o jo)*ftj = / —(F o L,Yaydt € Ol'iU). (8.62)
588 Chapter 8. Oriented integration Next we introduce O'' : / x f/ ->- / x f/ by (i>''(t, x) = (t + h, x). Then <D\r, x) = (1, 0,..., 0) =: eo € R X R". d_ dh. /i=0 Additionally we have i,_|_/, = O'' o j, : f/ —>- / x f/, and so d_^^d_ dt''' ~ dh h+h = h ° h=0 dh C*")* = l; o L,„ : ^'^(7 xU)^ Q.'{U), h=a where Le^ is the Lie derivative in the direction of the vector field eo on 7 x f/. Using the homotopy formula from Lemma 8.9.1 in Q!^{V) and Theorem 8.6.12, we find ^(r o L,T = r^i* j oT* = L*o Le, o r* = L* o(do 2,„ + /,„ od)or* = doii*oie,or*) + ii*oie,or*)od : ^^(V)^ ^^(f/). (8.63) Formulae (8.62) and (8.63) then show that 77 is as desired, if we define 77^^ ^ Lin(^*^(V), Q''-^(U))hy Jo oi,. oF*) dt. (8.64) □ For application later on, in the proof of Theorem 8.11.2, we note a consequence of the Homotopy Lemma (compare this result with Step IV on differentiation in the third proof of the Change of Variables Theorem in Section 6.13). Proposition 8.9.6. Let U and V be open in R" and let <l>o and <1) i : f/ —>■ V be two homotopic C^ mappings, by means of F e C^(I x U, V). Consider a C^ form 0) e Q"(V) and a compact set K C U such that supp(r(f, -yo)) C K, for all t € I. Then we have Ju Ju Proof. In view of the Homotopy Lemma 8.9.5 we have ^*m — OqCO = d{HcS), with Ho) e Q.''~'^{1}). Hence Stokes' Theorem 8.6.10 gives / ^\ay - I %ay = I d(Ha)) = f Ha) = 0, Ju Ju Ju Jdu since supp(77ftj) Pi dU = 0. Indeed, the condition supp((r o l,)*o)) C K and Formula (8.64) imply supp(77ftj) C K, while K DdU =Si. □
8.10. Poincare's Lemma 589 8.10 Poincare's Lemma Next we prove the following generalization of Lemma 8.2.6: on contractible open sets (see Definition 8.10.1 below), closed and exact differential forms coincide. In addition, this result yields a different proof for the formulae from Lemma 8.2.6. Definition 8.10.1. An open set U C R" is said to be contractible if there exists a point x° e f/ such that the mapping x i-> x° on f/ and the identity mapping on U are C' homotopic. In other words, there is a C' mapping F : I x U ^ U such that r(0, x) = x° and r(l, x) = x, for all x e f/. O Note that a star-shaped open set is contractible. A bounded open subset in R^ bounded by two concentric spheres of different radii is simply connected (see Definition 8.2.7) but not contractible. Tlieorem 8.10.2 (Poincare's Lemma for differential forms). Assume U C R" to be a contractible open set, ando) e Q''(U) to be a closed C^ form, that is, do) = 0. Then m is exact on U, that is, there exists a C^ form t] e ^'^~' (f/) with m = dr). Assume in particular that U is star-shaped and that x° = 0, in the definition of being star-shaped. If U> = 2_. ^i\,...4k dXji A • • • A dXi^, (8.65) i<ii<"-<'t<" then t] = Ho) is an example of a C' form having this property, where, for x € U, .1 l<ii <-"<h<n ii<—<it ■ 2, (~^y ^^i; dXji A • • • A dxij A • • • A dx;^. Proof. We apply the Homotopy Lemma 8.9.5. In the case under discussion F o j, e C^(U, U), for t € /; in particular, F o li is the identity on U, while F o jq is the mapping on U with constant value x°. Consequently, CO = (Fo LiYco - (F o LoYa) = d(Ha)) + H(da)) = d(Ha)), as do) = 0. Hence we see that t] = Hm satisfies dt] = m. If U is star-shaped with x° = 0, we can choose F(f,x) = tx. For m as in Formula (8.65) we have (r*<w/i,...,,j)(f,x) = ftj,-,,...,,-,(rx), F*(rfx,-.) = rf(F*x,-p = ditxi.) = tdxi. +x,-. dt.
590 Chapter 8. Oriented integration It follows that iie,or*)a)it,x) = ieo ^ (^ii,..Jk (f^) X] ^'' '^■^'■'^ A • • • A (Xij dt) A- ■■ A(t dxQ = 2~1 ^n,...,ik(^^) Z_\ (—iy~^t''''^X;. dXj^ A • • • A dXi- A • • • A dXii.. l<i]<-"<ik <" 1 <j <k Thus we find the desired formula for Hoi. □ Example 8.10.3 (De Rham cohomology). Differential forms are tools in the study of topological properties of a submanifold in R". Here we take no more than a first step towards elaborating this observation. Let / e C^(V), with V a submanifold in R". If the values of / do not change under small variations of the point at which the function is evaluated, then / is constant on the connected components of V, see Proposition 1.9.8.(iv); and this is the case if and only if rf/ = 0 on V. Consequently, the number of connected components of V equals the dimension of the vector space H\V):={f€Q.\V)\df = Q}. One dimension higher, an analog of a function / as described above is a function acting on curves, with the property that the values of the function do not change under small variations of the curve along which the function is evaluated. In other words, this now involves a C' form u) e ^^{V) whose integral along a mapping y does not change under small variations of y. Natural differential 1-forms u) are those of the form df with / e ^°(V), that is, u) is exact; and for these fai=fdf = J y J y /(beginning y) - /(end y). This value does not change under variations of y that leave the end points of im(y) invariant. Henceforth we shall, for that reason, consider variations with fixed end points. Or, rephrasing, we require f m = 0 for "small" closed curves y. And if we choose y = 90, Stokes' Theorem 8.6.10 yields 0 = /g, <w = / do) for "small" surfaces (p; and this is true of m if and only if do) = 0, that is, if m is closed. In view of Example 8.8.1, exact forms m are always closed. As a consequence, the vector space that codifies the information of interest with respect to this problem is the quotient space H^V) :={m€QHV) \dM = 0}/{M€QHV) \ m = df for f € Q°(V)}. Continuing in this way, we define H''(V), the A;-th de Rham cohomology of V, for k e No, as the quotient vector space H''(V) :={m€Q''(V) \dM = 0}/{M€Q''(V) \M = dr]foTr] €^*^-'(V)}.
8.11. Degree of mapping 591 The H''(V) give a measure of the topological complexity of V. Thus, Poincare's Lemma 8.10.2 asserts that H''(V) = (0) if V is a contractible open set. On the other hand, dim H''{V) > 0 if V is a compact orientable submanifold of dimension d without boundary. Indeed, if m = dt] € Q''(V), then 0)= ??=/?? = 0; Jv JBV JVi but we also have volj(V) > 0. liV 8.11 Degree of mapping Definition 8.11.1. Let U and V be open in R". A mapping <1) : f/ —>■ V is said to be proper if the inverse image of every compact set in V is also compact in U (compare with Definition 1.8.5). O We want to prove the following theorem. Tlieorem 8.11.2 (Degree of mapping). Let U and V be open in R" and V be connected, let ^ : U ^ V be a proper C^ mapping. Then there exists an integer deg(<l)) e Z, the degree of the mapping O, with the property that for every C^ form 0) e Q"(V) with compact support f <D*ftj = deg(<D) f 0). (8.66) Ju Jv We say that y e V is a regular value for <1) if <1) is regular at every point X e O'^ly}) C U, that is, if Z)<l)(x) e Aut(R") (see Definition 3.2.6). A local version of Formula (8.66) in a neighborhood of a regular value is easy to prove; this proof also makes it clear why deg(<l)) is an integer. Note that y isa regular value if y ^ ^(U), and that, according to Sard's Theorem (see Exercise 6.36), the set of singular values for <1) is a negligible subset of V. Lemma 8.113. Let the notation be as in Theorem 8.11.2. Let y € V be a regular value for O. Then there exists a neighborhood Vq ofy in V such that Formula (8.66) holds for every m with compact support contained in Vq. Proof. On account of the Submersion Theorem 4.5.2, the set <!>""'({>'}) is a sub- manifold of dimension < 0, and therefore a discrete set in U; and this set is finite (say m e No elements) owing to <1) being proper. Because of the Local Inverse
592 Chapter 8. Oriented integration Function Theorem 3.2.4 there exist disjoint connected open sets f/,- C U and an open set Vq C V such that (D-i(Vo) = [J Ui, ^\^_ : U; -^ Vq C^ diffeomorphism (1 < / < m). l<i<m (8.67) If the support of m is contained in Vq, the support of ^*m is contained in <1)~^ (Vq), thus JU ,^; JU But in view of (8.67), the Remark following Definition 8.6.8 yields f^((i>\^)*ct) = CTj fy 0), where cr,- = ±1, according as det D{^\ ) ^ 0. Hence we find deg(<D) = ^ a/ € Z. (8.68) l</<m In particular, therefore, deg(<l)) = 0 if j* ^ <l*(f/). □ Next we show, by deformation arguments and a partition of unity, that the general case of Formula (8.66) can be reduced to the special case from Lemma 8.11.3. To show this we first derive the Isotopy Lemma; here we recall the notion of isotopy from Definition 8.9.4. Theorem 8.11.4 (Isotopy Lemma). Assume U to be a connected open set in R", and let x° and x' e f/. Then there exists a C^ isotopy F : / x f/ —>■ f/ with r(0,x) = X, for all X e U, andr(l,x°) = x^, while outside a fixed compact subset of U the F (t, ■), for all t € I, equal the identity. Proof. If the assertion holds for a pair x° and x^ € f/, we say these are isotopic. This defines an equivalence relation between the elements of U. We shall demonstrate that every equivalence class is an open set. Then f/ is a disjoint union of open sets, and in view of the connectedness of U there can only be one such class. As a result, it suffices to show that the assertion of the lemma holds for x ^ lying in a sufficiently small ball B C U about x°. We may assume that x° = Oandx' = (x,\ 0,..., 0), which may require a prior translation and a rotation in R". Let x '■ U ^ / be a C^ function which is 1 at x° and which vanishes outside ^B. Define, for x e U and t € I, F(f,x) =x + tx(x)(x^ -x°) = i-xi +tx(x)xl,X2,...,x„) e U. That is, F(0, •) is the identity on U; in addition, F(f, •) is the identity on U outside B; and F(l, x°) = x'. We now have £>iF,(r,x) = l+r£>,x(x)x;,
8.11. Degree of mapping 593 while X i-> Dix{,x) is a bounded function on B. It follows that we can arrange, by taking \x\\ small enough, that Xj i-> Ti{t, x) is monotonically strictly increasing. for all f e / and X2,... ,x„. Consequently, sX\T{t, •) are C diffeomorphisms. □ Proof, (of Theorem 8.11.2.) Assume y° & V to be a regular value for the mapping <1> : f/ —>■ V and Vq to be an open neighborhood of y°, as in Lemma 8.11.3. Application of the Isotopy Lemma 8.11.4 to the connected set V yields, for every y € V, a C^ diffeomorphism (p,, : V ->■ V such that ^PyCy") = y and (p,, is C^ isotopic to the identity on V. The collection {^y{Va) | y € V } forms an open covering of supp(ftj). In view of the compactness of supp(ftj) there exists a C^ partition of unity {xj I 1 < y < /} subordinate to this covering. By changing over to xj<w we may assume the support of u) to be contained in an open set ^y{Va), for some y e V. Because the identity on V is C^ isotopic to ^y, the mappings <1) and ^y o ^ : U ^ V are C^ homotopic. Furthermore, it follows from the Isotopy Lemma and the properness of <1) that the condition on the supports in Proposition 8.9.6 is satisfied. Hence, this proposition yields Ju Ju Ju The support of >I'*ftj is contained in Vq, and so we find, by Lemma 8.11.3, f <D*(«P» = deg(<D) f «P>. Ju Jv For the diffeomorphism ^P,, : V —>■ V one observes that det D'i^y > 0, because ^P,, is C^ isotopic to the identity on V; hence, by the Remark following Definition 8.6.8, /■«P>= /■ Jv Jv CO. □ Example 8.11.5 (Degree of polynomial and Fmidamental Theorem of Algebra). Let p : C —>■ C be a complex polynomial function of degree n, that is pit) = ^ Ckz'', Ck € C, Cn 7^ 0. Then the degree of p as a polynomial equals the degree of p considered as a mapping R^ —>■ R^. This is obvious for Pq(z) = c„z", on account of Formula (8.68) and detZ)po(x) = \p'q(z)\^ > 0(usetheCauchy-Riemannequation),forz = x 1+1x2 ^ 0; and gives a C°° homotopy between po and p. An immediate consequence of this is the Fundamental Theorem of Algebra. According to this theorem there exists, for every polynomial function p : C —>■ C with positive degree, a ^ e C with p(z) = 0.
594 Chapter 8. Oriented integration Indeed, p not surjective implies that the degree of the mapping p equals 0, but then the degree of the polynomial p also equals 0. In fact, p possesses precisely n different roots if 0 is a regular value for p. See Exercises 3.48 and 8.13 for other proofs. ik Definition 8.11.6. Assume X and Y are C'' submanifolds in R" of dimension d, and let <1) : Z —>■ F be a mapping of manifolds. We say that <1) is a C*^ mapping if, for every x € X, there exist C'' embeddings 0 : f/ —>■ R" and i/f : V —>■ R" with U and V open sets in R'^, for which X e im(0), <l)(x) e im(T/f), <l> := T/f~'o<l)o0 : f/-> V a C*^ mapping. Analogously we say that a bijective mapping <1) : Z —>■ F is a C* diffeomorphism if, for every x e X, the mapping <t : f/ —>■ V is a C*^ diffeomorphism. Let cl> e ^'^(R") be a C' form with supp(ftj) n F C im(T/f), then oi^, the restriction of cl> to F, is defined as the differential form fjr*CL> e Q,^{V). Finally we define Jy My '■= fy i^*o), the integral of m over the submanifold F. O Using Lemma 4.3.3 one readily verifies that the choices of 0 and ■\j/ are irrelevant in the first two definitions above. Furthermore, fy My = fy fjr*CL> is independent of the choice of fjr, provided det Difjr"^ o t/c) > 0 for a fjr with the same properties as f. From the foregoing one immediately derives: Tlieorem 8.11.7 (Degree of mapping). Let W be open in R", let X and Y be compact oriented C^ submanifolds of dimension k, and assume Y C W to be connected. Let <1) : Z —>■ Y be a C^ mapping. Then there exists an integer deg(<l)) e Z, the degree of the mapping O, with the property that, for every C' form I <D*ftjy = deg(<D) I COY. (8.69) In particular, deg(<l)) ^ 0 implies that <1) is surjective. Furthermore, deg(<l)) is invariant under C^ homotopy of^. In the notation of Definition 8.11.6, the compactness of X and F implies that <5 : f/ —>■ V is proper. Formula (8.69) now means that, in fact, for r] = ■\j/*M e I ^*ri = deg(<l)) / Ju Jv
8.11. Degree of mapping 595 Example 8.11.8 (Hairy sphere of even dimension has a cowlick). There exists a C^ tangent vector field to S""' without any zeros if and only if « e N is even (see Exercise 6.22 for another proof). Indeed, assume that / : S"~^ —>■ R" is a C^ mapping with f{x) e T^S""^ and f(x) ^ 0, for all X e S""'. Then let g(x) = ,. ,1 ^../(x), and define r : / X S"~^ -> S""' by r(f,x) = icosnt)x + (sinnt)gix). One sees that indeed we have r(t,x) e S""', since ||x|| = ||g(x)|| = 1 and {x, g(x)} = 0, for X e S"-'. Furthermore, r(0,x) = x and r(l,x) = —x. Thus Id\^„_, is C^ homotopic with —/rf|^„_i, which implies that the two mappings are of the same degree. The degree of —/rf|^„_i : x i-> —x is (—1)", because (—Id)*ct) = (—l)"ct), with CO as in (8.71). From (—1)" = 1 it follows that n is even. An example of a tangent vector field / to S^""' without any zeros is the following: /(X) = (-X2, Xi, -X4, X3, . . . , -X2„, X2„_l) (x € S^""^). Ik Example 8.11.9 (Winding nmnber and Kronecker's integral). Let X c R" denote a connected compact and oriented C^ submanifold of codimension 1 (it can be shown that orientability of Z is a consequence of the other conditions), let a e R" and let 0 : Z —>■ U := R" \ {a} be a C^ mapping. Note that the compact set Y := <p{X) need not be a manifold. The number w{Y, a) e Z, the winding number of Y with respect to a in R", that is, the number of times the set Y winds around a in R", is defined as deg(<l)) with <1) = jt o 0 : Z -> S"~^ Here n : U ^ S"~' denotes the radial projection with respect to a given by 7r(x) = , ^^. (x — a). For computing w{Y, a) we have the following generalization of Example 7.9.4, known as Kronecker's integral: 1 f 1 w{Y,a) = / i^^adx e Z. (8.70) Here the integrand is a closed differential (« — l)-form on U. Indeed, we may assume a = Q and we will apply Theorem 8.11.7 with u) e ^"■~' (f/) equal to a C°° differential form whose restriction to S""' determines the hypersurface area on S""'. Formula (7.15) implies that we can take u) = ixdx, the contraction of dx € Q"(U) with the vector field x i-> x on f/, which satisfies L a)=\S"-'\. (8.71) The properties above of m also can be seen as follows. In the notation of Example 8.8.1, 0)= J2 (-l)'"'^/^^e ^""'(f/); and da) = ndx € ^"(U). l<i<n
596 Chapter 8. Oriented integration (The second identity also follows from the homotopy formula in Lemma 8.9.1.) Because S""^ = dB", we find by means of Stokes' Theorem and Example 7.9.1 / 0)= I da) = n vol„(B") = hyperarea(S"~') = |S"~^|. Js"-^ Jb" Now, on the strength of Example 2.4.8, D7r(x)v = V + some multiple of x (x € U, v € R")- (8.72) lUII Using the definition of m. Formula (8.72) and the antisymmetry of dx, we obtain forx e U and any (n — l)-tuple of vectors t;i,..., t;„_i e Tj^U — R" (7r*M)(x)(vu ..., v„_i) = M{7r(x)){D7r(x)vi,..., D7r(x)v„_i) In other words, or := n*a) = j^/.^x = |S"-'|b„_,/ € ^""'(R" \ {0}), (8.73) where b„_i / is the differential form associated as in Example 8.8.2 with the Newton vector field f(x) = |y,_i||, ,,„ x from Example 7.8.4. A direct computation shows that cr is a closed differential form, contrary to m. We may prove this also by means of the homotopy formula from Lemma 8.9.1, using that / : R" —>■ R" is the tangent vector field of (OOrsR with <!)' : R" -> R" given by <l)'(x) = tx. Formula (8.70) now follows from (8.73) since we have, on account of (8.71) and Theorem 8.11.7, deg(<D) = ^^^^ f 0) = —^ f <p*in*a)) = —^ f <p*a. (8.74) For Y fixed the function a i-> w(Y, a) is a continuous function R" \ F —>■ Z, and therefore it is locally constant. So it is constant on the connected components of R" \ Y; and since limQ_^oo w(Y, a) = 0, we have w(Y, a) = 0 for all a in the unbounded component of R" \ F. ik Example 8.11.10 (Special case of Jordan-Brouwer Separation Theorem). Let V C R" be a connected compact C^ submanifold of codimension 1 which is ori- entable. (It can be shown that the last condition is a consequence of the preceding ones.) Then the complement R" \ V consists of two nonempty disjoint open connected sets, and V is the boundary of both these sets. We will now prove this result. Let a ^ V and consider w(V,a), the winding number of V with respect to a, that is, in the notation of the preceding example we take X = Y = V and
8.11. Degree of mapping 597 <p = I. More precisely, we study what happens to Kronecker's integral in (8.70) when a crosses V. Write a± = ^€e\, for e > 0 arbitrary but fixed. On account of Theorem 4.7.1.(iv) we then may assume that V, locally near the fl±, is given by {(0> y) \ y ^ R"""' near 0}. The main contribution to the difference comes from the x e V closest to the fl±, that is the y near 0. In fact, for x far away from the a±, the integrand, being a difference, is small and the integral is small too, the integration being over the compact submanifold V. Hence we may as well assume that V = {0} x R"""', manifestly ignoring the compactness of V. Now, for X = (0, y) € V, we have x — a± = (±e, y2, ■.., ynY € R" and so ||x-fl±|| = (e'^+Wyf)'-, h-a.j^dx(e2,..., e„) = det(x-a± e2 ■ ■ ■ e„) = ±e. We obtain, with the substitution y = ex in the third term, x:±-(v,..)=E]|^X lu^^'^-"^ 2e r 1.2/- 1 L-'Ce^+llyf)?''^ \S"-'\L ■dx = I, 15"-'I yR«-i (e2 + II>-II2)5 \S"-'\ V-. (1 + ||xf)^ on the strength of Exercise 7.23. In this case, of V being a manifold, we obtain that the function a i-> w(V, a) jumps by ±1 when a crosses V. (These approximate calculations are rigorous because we are dealing with a Z-valued function.) In turn, this implies that R" \ V has at least two connected components. Furthermore, suppose / is a ray emanating from a ^ V, and let a' e / \ V. Suppose that k is the number of times that / intersects V between a and a'. Conclude that w(V,a) — w(V,a') = k mod 2. Next we prove that there are exactly two connected components. To this end note, analogously to Exercise 7.35.(i), that there exists a number S > 0 such that <1) :]-S,S[ X V ^^ R" with ^(t,x) = x + t v(x), is a C^ diffeomorphism onto an open neighborhood V^ of V in R". Here v is a continuous choice for a normal to V. Then it follows from Theorem 1.9.4 that V^ is a connected subset of R", and this implies that V^ \ V = V+ U V_, where the V± both are connected subsets of R". It now suffices to show that every connected component C of R" \ V intersects either V+ or V_. To this end, considers € dC. If X ^ V, then x e R" \ V, which is open; so x cannot be a boundary point of any connected component of R" \ V. Therefore 9C C V, which implies that C must intersect a V±. Observe that of the two connected components of R" \ V, precisely one is unbounded, call it Co; and the other is bounded, call it Ci. If V is given the outward orientation it gets as 9Ci, then a e Ci ^!^^^ w(V, a) = i (0 < i < 1).
598 Chapter 8. Oriented integration Because V is differentiable, infinitesimally (via the normal to V) one has a ready criterion for deciding at which side of V a given point lies. The winding number of V with respect to a point makes this criterion into a global one. The proof given above can be adapted to the case of V being closed but not compact. The general formulation of the Jordan-Brouwer Separation Theorem is valid for a set V C R" that is a homeomorphic image of S"~'. The proof must take into account that V may then be much more irregular. ik Example 8.11.11 (Number of solutions of an equation). As a further application of Example 8.11.9, we show how the number of solutions of an equation (j)(x) =0, counted with signs, within an open set can be computed by means of Kronecker's integral taken over its boundary. Let Q C R" be a connected bounded open set for which 9^ is a compact submanifold of dimension n — I. Suppose that ^o is an open neighborhood in R" of the closure Q and that 0 : ^o —>■ R" is a C^ mapping. Assume that (p (x) ^ 0, forx e 9^, and that 0 is a regular value for 0. Then 0~^({O})n^ is a finite set, say [at I 1 < / < m }; and Z)0(fl,) € Aut(R"), for l<i <m.'ifn : R" \ {0} -^ S""' denotes the radial projection and cr e Q""^ (R" \ {0}) is as in Formula (8.73), we have —^ f <P*a= T sgn(det£>0(fl,)). (8.75) In fact, <j>~^({0}) n ^ is a discrete set in Q. If this set were infinite, it would have a cluster point in 9^; by continuity, in this case (p would vanish at such a point, contrary to the assumptions. Select an open ball Vq about 0 of radius S > 0 such that Vo n 0 (9 ^) =0, and further disjoint connected open neighborhoods f/,- C ^ of a,, with i < i < m, for which the conditions in (8.67) are satisfied. Next, introduce Wj = Ui n 0~^(j Vq); then the restriction of 0 to each dW; is a C^ diffeomorphism from this manifold onto {x e R" | \\x || = |}. The set U := Q\ Ui<,<„, Wj is open in R" and its boundary is the disjoint union of the (n — l)-dimensional submanifolds dQ and 9 Wj, for 1 < i <m. We may assume that (p has no zeros on ^o \ ^. Hence the differential (n — l)-form (j)*cr on the open neighborhood ^o \ {a,- | 1 < i <m} of U is closed, on account of cr being closed and Theorem 8.6.12. Therefore we may apply Stokes' Theorem to f^ <p*a and Formula (8.74) in order to obtain / 0V = deg(77: o (0l9^)) = - V A&g{7i o (^Ig^y.)). ICh- But the orientation of 91V/ is the outward one with respect to Q,, while <P\^w. '■ IV/ —>■ {x e R" I ||x|| = I} is a diffeomorphism where the sphere is oriented by the outward normal. Therefore there is an extra minus sign when applying Formula (8.68), and this proves Formula (8.75). Note the similarity with the arguments in Example 7.9.4. ik
Exercises Exercises for Chapter 6 Exercise 6.1 (Not Jordan measurable, compact set). Let {r„ \ n e N} be an enumeration of Q n ] 0, 1 [, and let 0 < e < 1 be chosen arbitrarily. For each « € N we select an open interval /„ C ] 0, 1 [ such that r„ e /„ and length(/„) = ^. Now define A = U,,^!^ I„ and K = [0, l]\A. (i) Show that the inner measure of A cannot exceed e. (ii) Prove that A is a dense subset of [ 0, 1 ], that is, A = [ 0, 1 ]. Conclude that the outer measure of A equals 1. (iii) Prove that A is a not Jordan measurable, open set in R. (iv) Prove that A!' is a compact set in R which is not Jordan measurable. Exercise 6.2. Let B = [ 0, 1 ] x [ 1, 2 ]. Prove / (J^i+J^2) ^dx = log(^~y Exercise 6.3. Demonstrate that | is the area of the bounded set in R^ bounded by the line {x e R^ | xi = X2} and the parabola {x e R^ | x| = 2xi}. Exercise 6.4. Show that the volume of the solid in R^ under the paraboloid {x e R^ I x^ + x| — X3 = 0} and above the square A!' = [ 0, 1 ] x [ 0, 1 ] equals |. Exercise 6.5. Verify that the volume of the bounded solid in R^ bounded by the parabolic cylinder {x e R^ | x^ + X3 = 4} and the planes {x e R^ | xi = 0}, {x e R^ I X2 = 0}, {x e R^ I X2 = 6}, {x e R^ I X3 = 0} equals 32. 599
600 Exercises for Chapter 6: Integration Illustration for Exercise 6.6 Exercise 6.6. Prove that the volume of the bounded solid in R^ bounded by the paraboloid {x e R^ | xf + x| — X3 = 0}, the cylinder {x e R^ | x^ + x| = a^ }, for a > 0, and the plane {x e R^ | X3 = 0} equals ^na'^. Exercise 6.7. Let B be the unit disk in R^. Prove /^ x^x| dx = ^. Exercise 6.8. Let B be the ball of radius R about the origin in R^. Calculate fgXiX2X3\\x\\^dx. Hint: Do not plunge into the calculation straight away. Exercise 6.9. Let B = {x e R^ I |xi| < 1, |x2| < 1}. Prove /^ \\x\\-'^ dx 41og(l + V2). Exercise 6.10. Define B = {x e R^ I 1 < xi < e''\ X2 > X3, x| + x| < 4] Prove 1 , 8-4V2 /. — dx = B Xi 3 Exercise 6.11. Let / e C([a, b]), and define V = {x e R" | ^^ < Xi < X2 < ■ ■ ■ < x„ < Z>}. Show lllnxj)dx = ^_{l\mdt)". i<j<" Exercise 6.12. Let B be a rectangle or a ball in R" and suppose / e C(B). Prove that there exists a point Xq e B such that f^ f(x) dx = /(xq) vol,, (B).
Exercises for Chapter 6: Integration 601 Exercise 6.13. Let U C R^ be the open disk about 0 and of radius a > 0. Prove f \\x\\ dx = -^■, f e-ll^ll' dx = nil - e'"'). Exercise 6.14 (Needed for Exercise 6.28). Let a and Z> > 0. Using polar coordinates prove that Tzab is the area of the ellipse {xeR^I -h + li '^ ^ Exercise 6.15 (Sequel to Exercise 2.73). Now we can give the background for that exercise. (i) Prove that, for all a e R, / /■" _ 2 \2 fi f^ _2 n fi £_ { I e ^ dx) =2 I I e '' rdrda = / e t^"'^" da. Wo ^ Jo Jo 4 Jo (ii) Conclude by means of the substitution a = arctan t that, for all a e R, .1 ^-a\\+l-) Exercise 6.16. f/ C R^ denotes the interior of the triangle having vertices (0, 0), (1, 0) and (0, 1). Prove Ju 2 Hint: Consider the C°° diffeomorphism <1) : x i-> (xi — X2, xi + X2), and find the triangle V for which V = (L>(U). Exercise 6.17. Assume 0 < a < b and letU = {x e R \ a < ||x|| < b}. Prove j \\xr^dx=47Tlog(^-y Exercise 6.18. Prove that 167r is the volume of the open bounded set in R^ bounded by the paraboloids {x e R^ | x^+x| —X3 =0} and {x e R^ \ xf+x^+x^ = 8}. Exercise 6.19. Let C = {x e R^ 11-^11 < 2, xf + x| > I, X3 > 0}. Calculate /^ a/3x3 — x| dx, by means of substitution of cylindrical coordinates x = (r cosa, r sina, X3).
602 Exercises for Chapter 6: Integration :/fsJ Illustration for Exercise 6.18 Exercise 6.20. Let f/ C R^ be the open unit ball. Prove, for all y € R^, { I \A 4^ /sin II y II \ y^eos(x,,)^x = —(^^-cosll.ll). Conclude that vol3(f/) = \ti. Hint: Use the fact that the integral is invariant under rotations acting on y. Exercise 6.21. Let f/ = {x e R^ | xi < 1, X2 < 1}. Prove I Jl , ..2 ,.2..2 ^^r+.v,—^f.vj /^_ 7^^^ n{e - 1) Hint : Consider <I>(x) = {x\, xiJ\ — x\). Exercise 6.22 (No C' field of unit tangent vectors on even-dimensional sphere - sequel to Exercise 3.27). We use the notation from that exercise. Deduce from the definition of <I>, that t i-> det <I>/(x), for x e R", is a polynomial function, which is strictly positive if x e A and |f | is sufficiently small. More precisely, show det <I>/(x) = 1 + X!i<;<n ^'Q!i(^)> where the a,- e C(R"). Conclude by integration over A that vol„(<I>,(yl)) = vol„(yl)+ V f' / a.i(x)dx. On the other hand, deduce from Exercise 3.27.(iv) that vol„(<I>,(yl)) = (l+r2)"2vol„(yl). For « e N odd, conclude that a mapping / satisfying all the conditions in Exercise 3.27 does not exist. Background. We have proved the result from Example 8.11.8 that a hairy sphere of even dimension has a cowlick, that is, on the unit sphere in R" there exists a C' field of unit tangent vectors if and only if n is even.
Exercises for Chapter 6: Integration 603 Exercise 6.23 (Sequel to Exercise 1.15 - needed for Exercise 8.37). Let B" = {y € R" I llyll < 1}, and define ^ : B" ^ R" by ^(y) = (1 - Ibll^)"'^^)'. (i) Using Exercise 1.15 prove that 'P : B" —>■ R" is a C°° diffeomorphism, with inverse <I> := ^'^ : R" -^ B" given by <I>(x) = (1 + \\xf)-^^^x. (ii) Prove the following equality of functions on B": D,.«P,. = (l-||-||2)-V2(3.. + «p,«p.). If we regard x e R" as an element of Mat(« x 1, R), then xx' = (^/JCy) i<,j<„ € Mat(«, R). (iii) Let A e 0(«, R) (hence A'A = I), let x e R", and write z = Ax. Then prove det(/ + xx') = det(/ + zz'), and conclude, making a suitable choice for A, that det(I + xx') = I + \\xf (x€R"). (iv) Show that, for every continuous function / or g with compact support on R" or B", respectively. Jr" Jb" V(l-||3'||2)i / (l-||).f)iV (l-||ylP)'+'' dx Exercise 6.24. Let n>2,letK€ $(R") and let <I> : R" -> R" be the C' mapping defined by <I>i(x) =xi+ai (ai e R), <^i(x) = Xj + fl,(xi,... ,x,_i) (I <i < n, tti e C'(R'~')). Prove that ^{K) € |(R"), and that vol,, {^{K)) = vol„(K). Exercise 6.25 (Solids of revolution - sequel to Exercise 4.6). Let / e C([a, b ]) be nonnegative and let y : [a,b] —>■ R^ be the curve given by y (t) = (f(t), 0, t). Let V be the surface of revolution in R^ obtained by revolving im(y) in R^ about the X3-axis, as in Exercise 4.6. Let L be the compact set in R^ bounded by V and the planes {x e R^ | X3 = a } and {x e R^ | X3 = Z>}. (i) Prove that L is Jordan measurable in R^, and that vol3(L) = ^ f f{t)^dt.
604 Exercises for Chapter 6: Integration Assume K C R^ to be a compact subset in the half-plane {x e R^ | X2 = 0, xi > 0} and which is Jordan measurable in R^, if the plane {x e R^ | X2 = 0} is identified with R^. Construct, in a way analogous to that in Exercise 4.6, the solid of revolution L in R^ obtained by revolving K in R^ about the X3-axis. (ii) Prove that L is Jordan measurable in R^ and that V0I3 (L) = In fj^xi dxi dx^. Exercise 6.26 (Archimedes' Theorem). Prove that the volumes of an inscribed cone, a half ball, and a circumscribed cylinder, all having the same base plane and radius, are in the ratios 1 : 2 : 3. Exercise 6.27. Two cylinders are inscribed inside a half ball in the following fashion. The lower face of one of the cylinders is in the plane face of the half ball, and the circumference of the top face of that cylinder lies on the round surface of the half ball. The lower face of the other cylinder lies in the upper face of the first cylinder, and the circumference of its top face lies on the round surface of the half ball. How should the heights of the two cylinders be chosen for the sum of their volumes to be maximal ? Exercise 6.28 (From Newton to Kepler - sequel to Exercises 5.24 and 6.14). Let the notation be as in Example 6.6.8 on Kepler's second law. In particular, suppose t i-> x(t) is a C^ curve in R^ such that the position x(t) and the acceleration x"(t) are linearly dependent vectors, and more precisely, that there exists 0 ^ k €R such that x"(t) = -k\\xm-'x(t) = -grad ( - —^) (t € R). \ ||x(OI|/ This corresponds with an inverse-square law (for the magnitude ofx"(t)) as studied by Newton. The acceleration is centripetal for k > 0, and centrifugal fork < 0. In the following we often write x instead ofx(t) to simplify the notation, and similarly x' and x". We will determine the geometric properties of the orbit {x(t) \ t €R} and we begin by computing the velocity of the normalized position vector. (i) Assuming x ^0, use Example 2.4.8 to prove (||x||-'x)' =-\\x\\-^(x,x'}x+\\x\\-'x' = \\x\\-H-{x,x')x + {x,x)x')=: \\x\\-^v. Show (v, x) = 0 in order to obtain v = XJx, with A. e R and J e S0(2, R) as in Lemma 8.1.5. (ii) On account of Example 6.6.8 there exists / e R with / = det(x x') = (Jx,x') = —(Jx',x). With A. as in part (i), verify A. (x,x) = det(x XJx) = det(x v) = (x, x) det(x x') = l(x, x), and conclude —(x, x'}x + (x, x}x' = V = IJx.
Exercises for Chapter 6: Integration 605 (iii) Combine parts (i) and (ii) to find (\\x\\-^xy = l\\x\\-^Jx = -yJx". k Integrating once with respect to t, obtain a constant vector e e R^ such that (*) \\x(t)\\-'x(t)=€-yjx'(t) (t€R). k Verify that ||x' + j7e|| = |j|. In other words, the hodograph (f) 686c = way), the curve traced by the velocity vector x', is the circle of center —yJe and of radius \j\. Next, take the inner product of the equality (•) with x and apply (ii) once more to conclude that / /2 ||x|| = (e,x) - -(Jx',x} = (e,x) + —. Deduce from Exercise 5.24.(iii) that the orbit of x is a (branch of a) conic ,2 section with eccentricity vector e and d = j, the sign of which depends on that ofk. This is Kepler's first law. (iv) By a translation in R we may assume ||x(0)|| = min{ ||x(f)|| | f e R}. Deduce from part (iii) and (ii), respectively, Ik(0)11 = TT^—T and ||x(0)|| ||x'(0)|| = /. kil +e) (v) According to Exercise 3.47.(i) the total energy per unit mass H = ^f— tAt is constant along orbits. Starting from (•) in part (iii) prove that this constant value equals i!/ = ^(e^ — l). Conclude that the orbit is an ellipse, a parabola, or a hyperbola, as i!/ < 0, // = 0, or // > 0, respectively. (vi) Assume that k > 0, and that the orbit is an ellipse, with semimajor axis a and semiminor axis b. This implies that there exists minimal T e R+ with x(t) = x(t + T), for all t € R. After a time T the area swept out by the radius vector equals the area of the ellipse. Deduce from Example 6.6.8, Exercise 6.14, Exercise 5.24.(ii), and part (iii), successively, that T satisfies / 3 T^ 471-2 -T = nab = nd'^(l-e'^)~^, or —- = ——, 2 a"^ k where the constant at the right-hand side is independent of the particular orbit. This is the assertion of Kepler's third law. Again on account of Exercise 5.24.(ii), prove / = {ka(l — e^))^. Furthermore, show k 2a M\x\\ a/
606 Exercises for Chapter 6: Integration Demonstrate ||x'(0)|| = max{||x'(OI| | r e R} as well as ||x'(|)|| = min{ ||x'(f)|| U e R}, and also T /cl+e ,/^\t Ic I — e \W(0)f = -- , \\x'(-)f = --^, a 1 — e \2/ a I + e IU'(0)||||x'(|)|| = ^ = -2H. Exercise 6.29 (Volumes, Bernoulli and Euler numbers - sequel to Exercise 0.16 - needed for Exercises 6.30 and 6.40). Define 0" = {x e R'| | x^ +Xj+i < 1 (1 <;■<«)}. (i) Prove 9„ = vol„(0") = / / • ■ ■ / dx„ ■ ■ ■ dx2dx\. Jo Jo Jo For the calculation of this integral we introduce polynomial functions p^- on R by po(x) = l, pk{x)=\ pk-iit)dt (k €N). Jo (ii) Prove p„(0)=e„ («€N), po(l) = l, Pk(l) = 0, p'k(x) = -Pk-i(l-x) (k€N). Next, we introduce the formal power series in y (that is, without considering convergence) f(x,y)=J2PkMy'- (iii) Prove that / satisfies the differential equation W ^(x,y) + yf(l-x,y) = 0, and (**) /(l,3') = l. 6x (iv) Prove that j4:(-^^ y) + y^fi^, y) = 0, and conclude fix, y) = a(y) cos(x>') + b(y) sm(xy). Substitute x = 0 into (•) and prove b(y) = — 1, and, using (**), show that a(y) = tany + ^. Conclude tan y + sccy = f(0, >-) = 1 + ^ p„(0)y" = 1 + ^e,y.
Exercises for Chapter 6: Integration 607 For all « e N we find that 9„ equals the coefficient of y" in the power series expansion of tan y + sec y. On account of Exercise 0.16.(xiii) we have tany = J2^„y"'-' = ^(-l)«-'2^"(2^" - 1)-|^ y^'-^ [\y\ < |). Here the B2« are the Bernoulli numbers. Moreover, we have Here the E„ are known as the Euler numbers. One has £0 = 1, £1 = 1, £2 = 5, £3=61, £4 = 1385, (v) Deduce, for all« e N, 02„_:=/„ = (-ir-'2^''(2^'-l)-^, 02„= ^" (2«)! ' (2«)! Exercise 6.30 (Sequel to Exercise 6.29). We use the notation from that exercise. The formulae from part (v) of that exercise can be proved in a somewhat more direct way. (i) Prove, for i e No and x e R, Pi+iix) = I pi+i{t)dt-\ pi+i{t)dt Jo Ji-x = Pi+2(0) - / p,+i(1 -t)dt = p,+2(0) - / / Piis) ds dt. Jo Jo Jo (ii) Use part (i) and mathematical induction on « € Nq to show, for x e R, -ly 2,- (-1)" (20! "" (2n + 1)!^ p..,w= E '^--('»yT-"-7^-""- 0<!<n Conclude with P2n+iW = 0 that
608 Exercises for Chapter 6: Integration (iii) Now derive the following identity of formal power series: That is. (-1)\.2,A ^ X- (-1)" ^2n+l (iv) Now discuss the case of the function sec. Exercise 6.31. Let ('POrsR be the one-parameter group of C°° diffeomorphisms of R given by 'i'(x) = e'^'x, set L = [0, 1 ] and suppose / e C'(R). Prove ^ /" f(x)dx=2e^'f(e^') (t €R) "t J^il'{L) by means of the chain rule, the substitution x = e^'y, and the transport equation from Example 6.6.9, respectively. Exercise 6.32 (Special case of Urysohn's Lemma - needed for Exercise 6.33). Let K C R" be a compact set, let U C R" be an open set, and assume K C U. (i) Prove that a continuous function / : R" —>■ [ 0, 1 ] exists such that f(x) = 1, forx e K, and supp(/) C U. Hint: Consider the open covering {U} of K. (ii) Verify that, for given a, b € R with a < b, the function a + (b — a) f : R" —>■ [a, b] has the value b on K, and a onR" \U. Exercise 6.33 (Special case of Tietze's Extension Theorem - sequel to Exercise 6.32). Let K C R" be a compact set, assume a, b € R with a < b, and let f : K ^ [a,b]hea continuous function. Then there exists a continuous function F -.R" ^ [a,b] such that F|^ = /. (i) Replace / by (/ — a)/(b — a) and conclude that one may assume [a,b] = [0,1]. Let t = ^. We assert that there exists a sequence (fk)ksfi of continuous functions on R" such that fk : R" ^ [ 0, f (20'-' ]; 0 < fix) - J2 M^) < (20' (^ e K). l<i<k
Exercises for Chapter 6: Integration 609 (ii) Let A = /"'([ 0, t ]) and B = /"'([ 2t, 1 ]). Prove by using Exercise 6.32 that there exists a continuous function fi : R" —>■ [0,t] such that /i (x) = 0 for X € A, and /, (x) = f for x e B. Verify that 0 < /(x) - fi (x) < 2t, for x€K. (iii) Now prove, by induction on A; e N, that one can find fk as above, such that fk = Oonthesetwhere/-X;i<,<fc fi(x) < t (20*^"^ and that ./> = t {Itf'^ on the set where / — X!i<!<fc fii^) — i^O''- (iv) Prove that F = XiteN fk satisfies the requirements. Exercise 6.34 (Every closed set is zero-set - needed for Exercise 6.37). (i) Let g € C(R"). Prove that C = N(0) = {x € R" | g(x) = 0} is a closed subset of R". We shall now prove the converse of the assertion in part (i) in five steps. Let C be an arbitrary closed subset of R". (ii) Prove that there exists a countable collection {^^tltsN of open balls B^ C R" \ C with R" \ C = IJ Bk. (iii) Show that for every A; e N there exists gk € C°°(R") with the properties (see the proof of Theorem 6.7.4) gk > 0, and gk(x) > 0 if and only if x e Bk- (iv) Verify that for every A; e No the number nik = sup{ \D"gk(x)\ e R | x e R", a. e Ng, la I < Jfc} is well-defined. (v) Prove that, for every a e Ng, the series JZfcsN ~^^"§k converges uniformly on R"; and use termwise differentiation to conclude that g e C°°(R"), if ^ = E;;ri^^^- nikli'' (vi) Verify that C = {x € R" | g(x) = 0 ] Exercise 6.35. Let K and Ks, for S > 0, be as in Lemma 6.8.L Let / e C(R") and assume N(f) n AT = 0. Prove that a number S > 0 exists with N(f) DKs = id.
610 Exercises for Chapter 6: Integration Illustration for Exercise 6.36: Sard's Theorem Exercise 6.36 (Sard's Theorem - sequel to Exercise 2.27 - needed for Exercise 6.37). The following is an (easy) version of this theorem. Let U C R" be open and let <I> : f/ —>■ R" be a C' mapping, then vol„({ <I>(x) I X e f/ is singular point for <I>}) = 0. We will prove this in a number of steps. (i) Verify that it is sufficient to prove the assertion for every rectangle B in R" with B CU. Let B be a fixed rectangle thus chosen. (ii) Prove that a number m > 0 exists such that ||<I>(x) — <!>(«)|| < m\\x — a\\, for all X, a € B. Now define K = {a € B \ ^ is singular at a }. Leta e A!'be fixed for the moment. Because D<I>(a)(R") is aproper linear subspace of R", there exists an affine submanifold L of codimension 1 in R" going through ^(a), such that, for all x e R", <^(a) + D<^(a)(x -a) € L. Now let e > 0 be chosen arbitrarily. (iii) For every x € B with ||x — a\\ < e, prove that <I>(x) belongs to the ball in R" about <!>(«) of radius me; the tubular neighborhood in R" about L of half thickness eA.(e), where A. is as in Exercise 2.27.(ii).
Exercises for Chapter 6: Integration 611 (iv) Conclude for such x that <I>(x) is contained in a rectangular parallelepiped in R" which can be written as a product of a cube in L of dimension n — \ having edges of length 2me, and of an interval in R of length 2eA.(e). Then prove vol„(<I>{x €B \\\x-a\\<e})< (Ime)""' 2eA(e). Note that the constants on the right-hand side of this inequality are independent of a e K. (v) Verify that the number of balls in R" of radius e about a € K (where the point a now is considered to be variable), required to cover K is of the order e)(e~"), e I 0; and conclude that Yol„ i^(K)) = OiX(€)), e|0. (vi) Why has Sard's Theorem now been proved ? Exercise 6.37 (Functional dependence - sequel to Exercises 6.34 and 6.36). (See also Exercise 4.33.) Let U C R" be open and let <I> e C (f/, R")- We assume that the rank of D^(x) is lower than n, for all x e U. (i) Prove by Exercise 6.36 that vol,, (im(<I>)) = 0. (ii) LetC C f/be a compact subset. Conclude by Exercise 6.34 that a submersion g € C°°(R") exists such that g o^(x) = 0, for all x e C. (iii) Next, take « = 2 and assume D<I>(x) has constant rank 1, for all x e U. Prove that, locally on U, one of the two component functions of <I> can always be written as a C' function of the other one. Exercise 63S (Volume of a neighborhood of a parallelepiped). Define A' = {1, 2,...,« }. Consider linearly independent vectors vj e R", for j e A', and let P = {X!i<i<H h '^j I 0 < fj < 1} be the parallelepiped spanned by the vj. Suppose S > 0 and write P^ = {}) € R" I there exists x € P with H}) - x|| < 8} as in Lemma 6.8.1. Then, with the notation #K for the number of elements in K CN, vol„(P,)= J2 ( H vol„_„,(P^)V,„S"'. 0<m<n ^ K(zN,#K=n-m ' Here P^ denotes the (« — m)-dimensional parallelepiped spanned by the n—m of the Vk satisfying k & K, (*) vol„_,„(P^) = (det((t;t, Vk'))k,k'^Ky'^,
612 Exercises for Chapter 6: Integration while c„, is the m-dimensional volume of the unit ball in R'" (see, for instance. Exercise 6.50.(viii)), which makes the factor c,„ S'" equal to the volume of an m- dimensional ball of radius S. The details of the following proof are left for the reader to check. Proof. Let x e R". Because P is a closed subset of R", there exists p € P such that ||x — pll < ||x — p'll, for every p' € P. The convexity of P implies that we have a strict inequality here if p' ^ p. In other words, the element p = 7i{x) is unique, hence we have a mapping jt : R" —>■ P, the projection to the nearest point in P. The relative interiors of the faces of P are the sets Fjj^k of the form { Yl ^J ^j\ J ^^ ^ h = 0; j €J ^tj = U j €K ^0<tj <l}, where (/, J, K) denotes any partition of A' into three disjoint subsets. Now suppose p e Fjj^K, then y := x — p €R" has the following properties. (i) i € / (ii) ;■ e J (iii) k€K -{y, Vi) = dt {y^ ^j) = iy' ^^) = i \\\x -(p+ tvdf -{p-tv^W -(p + Vk)f >0; >0; = 0. Conversely, a convexity argument yields that (i), (ii) and (iii) imply that p = 7i{x). Condition (iii) means that y belongs to Ck, the orthogonal complement of the Vk, fork e A!', whichisalinearsubspaceof R" of dimension equal torn = n—#K. The conditions (i) and (ii) then describe a polyhedral cone Cjj^k in Cr- The condition X e P^ now corresponds to the condition \\y\\ < S. Write Bk (S) for the open ball in Ck with center at the origin and radius equal to S. The fact that y is perpendicular to the face Fj j ^ then implies that the ^-dimensional volume of jt"' (F/ y /^) n P^ is equal to the #Ar-dimensional volume of Fj jj- times the m-dimensional volume of Ci,j,K n Bk(S). Furthermore, the #A!'-dimensional volume of Fjj^k is equal to (•), which is independent of the partition (I, J) of N \ K. If, for given K C N, we let (/, J) run over all partitions of N \ K into two disjoint subsets, then the union of the C/_ y, k is equal to Ck- On the other hand, the intersection of Cjj^k and Crj\K, if i}, J) 7^ (i', J'), is contained in a linear subspace of Ca: of positive codimension, and therefore has m-dimensional volume equal to 0. It follows that the sum of the m-dimensional volumes of the sets Cjj^k H Bk (S), over all partitions (/, J) of N \ K, is equal to the m-dimensional volume of Bk(S), which in turn is c,„S'". □ Exercise 6.39 (zeta function and dilogarithm - sequel to Exercise 3.20 - needed for Exercises 6.40 and 7.6). As in Exercise 0.25 Riemann 's zeta function is defined by >^{s) = XifcsN ^~^' for J e C with Res > 1.
Exercises for Chapter 6: Integration 613 (i) Demonstrate that one has, with f/ = ] 0, 1 [ ^ C R^, 3r(2) - Z] „2 Zl (2n)2 -Z2(2n + 1)2 ~ ^ [i ""'" '^V = y^ / / (XiX2)^"rfXirfX2 = / ^r^dx. .~r' ^0 yo y^ 1 - Ji:r-^7 nsNo " 2 (ii) Deduce by means of parts (i) and (ii) of Exercise 3.20 that ^(2) = -^ = 1.644934066848 •••. (iii) Perform one of the integrations in the double integral in part (i) and demonstrate by partial fraction decomposition that • 1 / ^°Kt^)^" = t- This result can also be obtained by series expansion of the integrand according to powers of x, leading to riiog(i±£)^.=2y:-i Jq X ^\\-x) ^-' (2n-{ And series expansion also gives I Mog(l-x)^ n^ ax = . 0 X 6 Background. The function Li2 : ] —oo, 1 [ —>■ R with r' log(l - 0 Li2(x) = - / Jo t dt is called the dilogarithm. Thus Li2(l) = ^, and one has Li2(x) = JZnsN ^' ^°^ \x\ < 1. By means of differentiation one obtains the following/wwcZzowa/e^Mflriow for the dilogarithm: n^ Li2(x)+Li2(l-x) + (logx)(log(l-x)) = — (0<x < 1). 6 (iv) Prove in a similar way (recall that arctanx = JZnsN (~^)" It+T^ ^ (-1)" f ^ /"' arctanx = 0.915 965 594 177-•• . The integral on the right-hand side cannot be calculated by antidifferentiation; its value is known as Catalan's constant G.
614 Exercises for Chapter 6: Integration Background. We have the function Ti2 ; R —>■ R with ^. ^ ^ /■*' arctanr , Ti2(x)= / dt. Jo t So Ti2(l) = G, and Ti2(x) = l]„gN„(-l)" (f;^, for \x\ < 1. Furthermore, the Clausen function CI2 ; R —>■ R, and the Lobachevsky function JI : R —>■ R are defined by Chix) = - log 2 sin -t dt = y^ —T—, JI(x) = - / log |2sinf| dt. Therefore JI(x) = | Cl2(2x). Substitution ofx=7z and x = ^ in Cl2(x) gives f' Iog(sint)dt = -- log2 and CI2 (-) = G. /■ 1 G n^ (v) Conclude that / ^--r rfx = 1 . if/l-xfx^ 2 16 (vi) Prove as in part (i) / dx = I Y](X1X2)" dx=y^(l x"dxV Jul-XiX2 Ju^^^^^ ^^^^yo > Furthermore, show by means of integration by parts in the third equality / dx = 2 / V^ x'lx'] logxi dx = 2 2~^ / -^'i' logxi dxi I x'2 dx2 = —2^(3). «sNo ' Exercise 6.40 (^(2«) and Euler's series - sequel to Exercises 3.20,6.29 and 6.39 - needed for Exercise 6.52). (i) Prove, as in Exercise 6.39.(i), with D " = ] 0, 1 [ " C R", Y^ (-1)' ^f 1 ,
Exercises for Chapter 6: Integration 615 Define v„ = vol„(Y"), Y" = {y € r:; I yi+y2 < 1, y2+y3 < 1, • ■ ■, yn+yi < 1}. (ii) Conclude by Exercise 3.20.(iii) that ^^" V^ (—1)* /^N.2«+l Let a = |(1, 1,..., 1) e T". The 2«-tope T" has «-fold symmetry about the axis Ra; and T" is the union of n congruent pyramids, each having a as its apex, and as basis the intersection of T" with the y-th coordinate plane for 1 < j < n, respectively. Indeed, let F" be the collection of the x e T" satisfying x„ < xj, for 1 < y < «. In view of the cyclic symmetry in our problem we have u„=«vol„(r"). Note that r" = {x € R'l I Xn < Xj (1 < ;■ < n), xj+xj+i < 1 (1 < ; < « - 2)}. Indeed, the two "missing" equations for x e F" are a consequence of the other X„_i + X„ < X„_i + X„_2 < 1, X„ + Xi < X2 + Xi < 1. Define p : R" —>■ R"~' as the projection onto the first n — \ coordinates, and ^ :R" ^ R" by ^(y) = (l-yn)p(y) + y„a. Now introduce the (2n - l)-tope 0" = {y e R^ | yj + yj+i < 1 (1 < y < «)}. (iii) Verify (p : 0""' x D ^^ F" is a C°° diffeomorphism and detD'i^iy) = 5(1->-»)""'■ Conclude that 1 vol„(F") = -^vol„_,(0"-'). 2n (iv) Now prove by Exercise 6.29.(v) N«-lo2/i-l/o2'' <^ ^' " ^' ^ ^ ^ \2ny. ^"+' 2(2«)! and derive from this (cf. Exercise 0.20) U2n) =i-iy-^b2nf"^ 2 (2«)! y^ (-1)' ^ l/jrx2"+i E„ ^^ (2Jfc+l)2"+' 2\2/ (2«)!' The series on the left-hand side of the second identity are known as Euler's series.
616 Exercises for Chapter 6: Integration Example. For 1 < « < 4 and 0 < « < 3 the sums of the series above are, respectively, 71^ 71^ 71^ 71^ 6 ' 90' 945' 9450' 71 71^ 571^ 6\7l^ 4 32 1536 184320 (v) Verify that the results above can be summarized as follows: T ^-'^"' =.„(-)" («€N). Here each u„ e Q is found as the volume of an ^-dimensional convex polytope T" with rational vertices. We have found by direct computation of vol,, T" ^u„f"-'= -(secf + tanO {\t\ <^. (vi) From part (iv), derive the following estimates; 1 \B2„\ ^ n^ 1 l/i\^"+' _^ 2('-V"^' (277:)2" '^ (2n)\ " 3 (271^"' 3\7i) '^ (2n)\ '^ \7i) (vii) Verify that the solid generated by symmetrizing T^ with respect to the origin is a rhombic dodecahedron (SwSsxa = twelve). That is, it is a dodecahedron whose faces are congruent rhombi having diagonals of lengths v2 and 1, respectively. Verify that its volume equals 2. Exercise 6.41 (Another proof for J^ e ^' dx = ^). (Compare with Exercises 2.73 and 6.50.(i).) From Example 6.10.8 we know (/" e-''dxY=[ I e-^^'+y'^dydx. ^Jr+ ' Jr+ Jr+ (i) Introduce the new variable t via y = xt, and conclude that (f e-''dxf=l f e-''^'+''hdtdx= f f e-'^'^'+''hdxdt. ^Jr+ ' Jr+ ^r.,. Jr^ Jr+ (ii) Now finish the proof, using f^ e~^"('+'"^x dx = ^7[t^-
Exercises for Chapter 6: Integration 617 Exercise 6.42 (Probability density, expectation vector and covariance matrix of distribution - needed for Exercises 6.43,6.44,6.51,6.96,6.97). In stochastics a function / : R" —>■ R is said to be the probability density of a distribution on R" if fix) > 0 (x € R"), /" fix) dx = 1. Jr" In the case of convergence of the following integrals, the vector // e R" and the matrix C € Mat(«, R) given by = / Xjfix Jr l^j = / Xjfix)dx (1 < ;■ <«), Cij = I ixi - fii)ixj - fij)fix)dx (1 < i, J < n) Jr" are said to be the expectation vector and the covariance matrix of that distribution, respectively. (i) Prove that C € Mat"'"(«, R) is a positive semidefinite matrix. In the case where n = \, the vector // e R is said to be the expectation and the number C > 0 is known as the variance of the distribution; the usual notation then is cr^ instead of C. The number cr >0 itself is known as the standard deviation of the distribution. (ii) Now set n = \, and verify cr^ = f^x^fix) dx — ji^. Exercise 6.43 (Sequel to Exercise 6.42). Let // e R and a > 0. Let / = fill, a) € C°°(R) be defined by 1 ay/In Demonstrate / fix) dx = 1, I ix — li)fix) dx = 0, I ix — ii)^fix) dx = a^. Jr Jr Jr Hint: The last identity follows by differentiation with respect to cr of the first identity. Background. In the terminology of Exercise 6.42 the function /(/x, cr) is said to be the probability density of the normal distribution on R with expectation ji and variance a^. Exercise 6.44 (Sequel to Exercise 6.42 - needed for Exercises 6.92 and 6.93). Let <2 € Mat"'"(«, R) be positive definite. Let E be the ellipsoid, and B the unit ball in R", E = {x^^" \{Qx,x)<\], and B = {x € R" | Ikll < 1 }■
618 Exercises for Chapter 6: Integration (i) Prove that E is Jordan measurable in R", and that vol„(E) = ^^'"^^\ Hint: See Formula (2.29). (ii) Prove /. ,-^(2...)^^= (2:r). X l-> — e ^{C-x,x) R« VdetQ Background. Now replace <2 by C~' in the expression above, for a symmetric positive-definite matrix C € Mat(«, R). In the terminology of Exercise 6.42 the function on R" 1 (27r)S-v/detC is said to be the probability density of the normal distribution on R" with the origin as expectation vector and C as covariance matrix (the latter property will be proved in Exercise 6.93). Exercise 6.45. Let m e R be arbitrary, define f/ C R^ and (p : R^ ->- R^ by f/= {x eR^ I xi+X2 < m} and "i^iy) = iyi, yi-y\). (i) Find V C R^ such that >I':V->.f/isaC°° diffeomorphism. Assume / and g belong to Cc(R). (ii) Prove / f{xi)g{x2)dx = \ \ f(yi)g(y2-yi)dyidy2. Ju J-ooJr 2 (iii) Now assume f(x) = e~^ forx e R. Prove /. /.»/^/2 / f{xi)f{x2)dx = ^j f(x)dx. Hint: The present function / is absolutely Riemann integrable over R, but does not have a compact support. Verify that the result from (ii) is valid for this function /. Exercise 6.46. Define the C°° function /;, : R"* \ {0} ^ R by f,,ix) = \\x\\p, for p € R. Calculate the values of p for which fp is absolutely Riemann integrable over f/ = {x € R"* I 0 < ||x|| < 1} and V = {x € R"* | ||x|| > 1}, respectively; for these values of p, calculate the integrals of fp over U and V, respectively.
Exercises for Chapter 6: Integration 619 Exercise 6.47. Define in R^ the sets V = {x €R^ \ x^ > a}, where a e R+, and B(R) = {x € R^ I ||x|| < /?}, where R > a. (i) Calculate /^^^^^v pf '^^ ^^ fyj^dx. The set IV C RMs defined hy W = {x €R^ \ X1+X2+X3 > I}. (ii) Calculate f^y j^ dx. Hint: The answer can be very easily found by using the result of J j^ dx; why? Exercise 6.48 (Sequel to Exercise 5.51). Let V c R^ be the pseudosphere from Exercise 5.51. Prove that the volume of the set in R^ which contains the X3-axis and which is bounded by V equals '^n. Exercise 6.49 (Sequel to Exercise 3.8 - needed for Exercise 8.35). Suppose f € C^ (R^) has compact support, and let / = V--T. In four steps we now prove that (*) [ -^(x)dx:=[ }-^^(Dif(x) + iD2f(x))dx = -7T, Jr2 Z dz Jr2 X1+IX22 /(O). (i) Prove the convergence of the integral in (•) by means of = rrr for Let >I'(r, a) = r(cosa, sina), for (r, a) e [0, 00 [ x R, and let / = / o ^P. (ii) Prove by Exercise 3.8.(iii) that the integral in (•) equals 'iLji^i^-r'iy''^'''''- (iii) Prove r r df r r df f f —(r,a)dadr= f f -^(r,a)dr da = —In f (0,0). Jr.,. J-71 dr y_jr ^R^ dr (iv) Prove (•) by means of the Ijt-periodicity of a i-> f(r,a).
620 Exercises for Chapter 6: Integration 25 15 5 12 3 4 5 Illustration for Exercise 6.50: Euler's Gamma and Beta functions Gamma function, and Beta function on ] 0, 1 [ x ] 0, 1 [ Exercise 6.50 (Euler's Gamma and Beta functions - sequel to Exercise 2.79 - needed for Exercises 6.51, 6.52, 6.53, 6.55, 6.56, 6.57, 6.58, 6.59, 6.60, 6.63, 6.64,6.65,6.69,6.89,6.96,6.98,6.104,7.5,7.21,7.23,7.24 and 7.28). Define the Gamma function F : R_|_ —>■ R by dt. r(p)= f e-'t"- Jr+ (i) Prove r(p + i) = pr(p) (p€R+), r(«+ !) = «! («€No). Further, compare with Example 6.10.8 and Exercises 2.73, 6.15 and 6.41, r(p) = 2 / e""' u^''~^ du; in particular ^{-) = V^- (ii) Show, for p\ and p2 € R+, r(Pi)r(p2) = r(pi + P2) 2 /"' cos^'"-' « sln^''^-' a da. Jo Now define B : R^ —>■ R, the Beta function, by B(pi,p2) = r(pi)r(p2) r(pi + P2)' (iii) Prove r ■ada='-B(^^±^,^^±^) 2 \ 2 2 J (pi, p2 eR+).
Exercises for Chapter 6: Integration 621 (iv) Show, using the substitution t = ■^, for pi and p2 € R+, B(p,, p2) = [ t"'-' (1 - tr--' dt= [ Jo Jr = 2/ dv. m'"-' R.,. (1 + U)"^+P2 (v) Setting p, = ™ and p2 = |, and substituting f = u", prove :^ + |) / du = ^ (m, « e N). 7o yr^^ «r(^ + i) (vi) Prove B(p,p) = 2'-2''b(p, i), and in addition Legendre's duplication formula (see Exercise 6.53 for a different proof) r(2p) = 2^"-' n-'i^ r(p)r(p + ^) (p € r+). Conclude, using part (v) (see Exercise 3.44), that ZZ7 /•' 1 1 /1\2 T ■" io VT^ ' ~ 4V2^ U J ■ (vii) Prove / K (2«)!v^ Conclude that ,^ (-1)*^ (n\ /•' , „ («!)222" o^„2^+^V^^ yo (2« + l)! Prove / cos^" ada = I sin^" ada = Jo Jo l-3---(2«-l) (2«-l)!! JT =: JT. 2-4---2« (2«)!! Show by expanding the logarithm in Exercise 2.79 in a power series in x cos a and integrating term-by-term ,^(2n- m x^"+' arcsmx = x + y (\x\ < 1). ^ (2«)!! 2« + l
622 Exercises for Chapter 6: Integration (viii) Let B" = {x € R" | ||x|| < 1}. Prove vol„(B") = n- r(f + i) IT' (2k)\ n = 2k; , n = 2k — 1. Hint: Apply mathematical induction and the formula vol„+i (£"+')= j vol,, (ball of radiusVl - h^)dh. Exercise 6.51 (Sequel to Exercises 6.42 and 6.50 - needed for Exercises 6.83 and 7.30). In statistical mechanics the following integrals play a role. Let a e R+, then I |! ?= 7, « odd; V 2 ; 2(v^)''+'' f x"e-"'''dx= i , r- (f)!(2»"+i Prove these formulae in the following two ways. (i) Using parts (i) and (vii) of Exercise 6.50. (ii) Consider the functions on R+ 1 n even. a i-> / X Jtu e "^ dx = ^- and a \-^ I e ""^ dx = -J — , respectively, and apply the Differentiation Theorem 2.10.13. Let« e N. In the terminology of Exercise 6.42 the function /„ : R —>■ R with /«w = f 0, 2 x"-'e- 2ir(f) X <0; -, X > 0, is said to be the probability density of the x -distribution with n degrees of freedom. (iii) Verify that /j^ /„ (x)dx = 1, for « e N. In particular, the function f^ix) = J-x e 5^ , for x e R+, occurs in kinetic gas theory. Exercise 6.52 (Sequel to Exercises 6.40 and 6.50). Riemann's zeta function is defined by l^{s) = JZfcsN ^~^' ^°^ ^ € C with Re j > 1, as in Exercise 0.25.
Exercises for Chapter 6: Integration 623 (i) Prove, for Res > 1, Jr., e^ - 1 Jk., e^ + 1 l-s )r(s)ns). Hint: Use ^^^ = JZfcsN ^ *^ ^"^^ interchange the order of summation and integration. Then prove by Exercise 6.50 that f^ x^~^e~''^ dx = -^. (ii) Using Exercise 0.20 or 6.40.(iv), show that h+ e^ - 1 Ja x-\ An Verify that for « = 1 the answer is in agreement with that in Exercise 6.39.(iii). (iii) Replace x by ax, for a > 0, in the first integral in part (i), and deduce by means of differentiation with respect to a of the resulting formula (iv) Imitate the proof in part (ii) to show f X^" /•' (logx)2" /77:\2'. + l / ——dx =2 ° ; dx = (-) E„ («€No), yR, coshx Jo x^+1 \2/ /» ■I- 2/1-1 rfx = (-1)"-' (2^" - 1)77:^"-^ (« € N). R_,_ sinhx 2« Background. The integral f^^ ^^ dx = j^ occurs in the theory of the energy intensity of black body radiation, and the one in part (iii) in the quantum theory of transport effects. Exercise 6.53 (Another proof of Legendre's duplication formula - sequel to Exercises 2.87 and 6.50). Multiply both sides of the identity in Exercise 2.87.(v) by x''~^ for p e R_|_, integrate with respect to x over R_j_, and change the order of integration on the right-hand side. Conclude that Legendre's duplication formula from Exercise 6.50.(vi) follows. Exercise 6.54 (Asymptotic behavior of some integrals and Stirhng's formula). We make the following assumptions: (i)a <0 < b, and g and h e C([a, b]); (ii) there exists c > 0 such that h(t) >iCt^, for t € \a,b\, (iii) there exists H > 0 such that lim,_^o -^ = y. Then we have 277: lim v^ / g(f)e-""('^ dt = g(0)J — A->0O J^ \ H
624 Exercises for Chapter 6: Integration Indeed, in the following we may assume x e R+. The substitution of variables t = ^ implies I(x) := v^ /" g{t)e-''''^'Ut = f fix, s)ds, where / : R+ x R ^^ R is given by f(x, s) := l[^a,^b]g(s/V^)e~-"'^'^^'>- Set m = max{ \g(t)\ \ t €[a,b]} and deduce from (ii) \f(x, s)\ < me-'''^'^^^' = me-''' (x € R+, ^ € R). 2 Note that the function s i-> me~" is absolutely Riemann integrable over R. Furthermore, / (x) is uniformly convergent for x e R+ on account of De la Vallee- Poussin's test from Lemma 2.10.10. Conclude from (i) and (iii) that we have lim;c_^oo f(x, ^) = ^(0)e~2^'", for j e R. Use the Continuity Theorem 2.10.12 and Example 6.10.8 to verify lim I(x) = g(0) f e-^-"'" ds = g(0)J^. For the asymptotic behavior of the Gamma function r(x) = /j^ e~^ y^~^ dy, for X —>■ oo, from Exercise 6.50 substitute y = xe' and then apply the preceding result with g(t) = 1 and h(t) = e' — \ — t to obtain Stirling's formula lim j- = v27r, that is r(x) ~ w27TX^~^e~^, x —>■ oo. A'—>0O -,—.Vy^~- Background. For more precise results, see Exercise 6.55. Exercise 6.55 (Asymptotic expansion of Gamma function - sequel to Exercise 6.50). For the complete asymptotic behavior of the Gamma function r(x) = /jj e~^' y-''~^ dy, for x —>■ oo, from Exercise 6.50 introduce a new variable t by means of y = xe'. This gives r(x) = xV-^' f e-'^^'-^-'Ut. Jr The function /?. : R —>■ R with h(t) = e' — 1—t attains its absolute minimum 0 at 0 and has quadratic approximation jf^ near 0, that is,/z (f) = ^t^(l + 0(t)), t —>■ 0. Therefore apply the change of variable u = u(t) given by h(t) = |m^, in other words, u(t) = sgn(t)-\/2h(t). Show that u is a bijection from R into itself. Further, deduce lie' - 1) t + 0it'^) limu (t) = limsgn(r)—, = limsgn(r) r—tt-t = 1. This implies that u'(0) = 1. Prove that u'(t) ^ 0, for all t ^ 0. Deduce from the Global Inverse Function Theorem 3.2.8 that the inverse mapping t = t(u) is a C°°
Exercises for Chapter 6: Integration 625 function on R with t(0) = 0. Differentiate the equality /z(f) = ^u^ with respect to the variable u to find 1 t'(u)(e' — I) =u, hence (•) t'(u)(-u'^+ t(u)) = u. Next consider the MacLaurin expansion of t in powers of u; that is, write, without assuming convergence t (u) = u + aii^ + h a^^u^ + ■ • • . Verify that this implies 1 1 t'(u){-u^ ->rt(u)) = M + (- + 3fl2)w^+ (a^ + la\ + Aa■i)w' ^ \ +(-(A; — l)at_i + A;flt + (A; — l)fl2«fc-i H 1" 1ai,_iai + afc)M* H . Hence, equating like powers of M in (•) conclude that ^2 = ~\->o-'i = ^''^4 = ~270' and in general, fori; > 3, obtain the following recursion relation for the coefficients 1 (k + l)ak = --(k - l)ak_i -(k- l)a2«fc-i - (k - 2)a^ak_2 2at_,a2- Show that accordingly r(x) ~ x^'e-" j e-5^"' Yl(k + 1K+im*du Prove that the integrals on the right-hand side vanish fork odd, and use Exercise 6.51 to conclude that, for x —>■ oo, r(x) ~ Ix'^e-' ^(2jfc + 1)^2^+1- (^^^'^ fcsNo jfc! (V2x)2«^+i /^ ,_i _, ^-^ (2k + l)\ 1 ~ '^ \ "^ 12x "*" 288x2 51840x3 2488320x4 "*"*"/' In the computation above we ignored the fact that the MacLaurin expansion for t actually terminates and then contains an error term. It is therefore that we use the sign ~ to indicate that we have only equality in the following sense. Let there be
626 Exercises for Chapter 6: Integration given a function / : K+ —>■ R. A formal power series in -:, for x e R+, with coefficients b^- e R, ksNo is said to be an asymptotic expansion for / if the following condition is met. Write s„ (x) for the sum of the first n + \ terms of the series, and r„ (x) = x" (/ (x) — s„ (x)). Then one must have, for each « e N, lim r„(x) = 0. .V—>0O Note that no condition is imposed on Iim„_^oo /"n (^), for x fixed. When the foregoing definition is satisfied, we write f(x) ~ Yl ^'^~' -^ ^ °°- frsNo ^ Background. See Exercise 0.24 for related results. Finally an application. Using Exercise 6.50.(viii), verify 1 /277:e\* voI„(B") ~ ^= , « ^ oo, ^Tzn \ n J and deduce Iim„_^oo voI„(B") = 0. Exercise 6.56 (Product formula for Gamma function and Wallis' product - sequel to Exercise 6.50). The well-known formula Iim„_^oo (1 — -)" = e~', for all t € R, makes it plausible that, for all p > 0, (•) r(p)= / e-'t"-^dt= lim / t"-^(l--)" dt. In order to prove (•) we define, for « e N and p > 0, E„ =U t"-'e-'dt-U = \ t"-'e-'(l-e'(l--jjdt\. (i) Prove that e^ > I + x, for all x e R. Use this result to show that, for 0 < t <n, hence £.s/%-V'(l-(l-^)>,.
Exercises for Chapter 6: Integration 627 (ii) By mathematical induction over « e N verify that (1—x)" > 1—nxifx < 1. Use this to show, for « e N and p > 0, 1 f" 1 E„<- tP+^e-' dt < -Tip + 2). n Jo n Conclude that Iim„_^oo E,, = 0, and that (•) is valid. Background. Write Xn for the characteristic function of the interval [ 0, «] and Mt) = Xn(0(l - ^T- Part (i) asserts 0 < f„(t) < e^', while Iim„^^/„(0 = e~', for all t € R. Arzela's Dominated Convergence Theorem 6.12.3 therefore immediately implies the identity in (•). (iii) Prove, by means of the substitution t = nu and Exercise 6.50.(iv), „. . ,. nPn\ ,. n''n\ r(p) = hm = hm (p > 0), n->oo p(p -I- 1) . . . (p + „) n->oo (p)„+i in the notation of Exercise 0.11. Use this to derive the following product formulae: where y = lim„_^oo {X!i<fc<n i ~ ^ogn) is Euler's constant. (iv) Conclude that 1 «2r! iJiiTnX ^ hm -.—; ■. = hm = Jn. »-°°i(i + l)---(i+«) "-°ol.3-5---(2«-l)(2« + l) From this, show 2"«!V2« + 1 /jT "^ l-3-5---(2«-l)(2« + l) " V 2"' and verify that in this way we have obtained Wallis' product from Exercise 0.13.(iii) 11 A Ad d In In n 1 t-t / 1\ hm =-, or -= (1 -). »->°ol 3 3 557 2«-12« + l 2 n ^ t\ An^J Background. Part (iii), and therefore Wallis's product also, amounts to the following property, which is an asymptotic variant of the functional equation for the Gamma function. For p > 0, «'T(«) ~ r(« + p), «-> oo.
628 Exercises for Chapter 6: Integration Exercise 6.57 (Analytic continuation of Gamma function - sequel to Exercise 6.50 - needed for Exercises 6.58, 6.62, 6.89 and 8.19). We prove that the Gamma function can be extended to a complex-differentiable function on the subset ^ = C \ (—No) of the complex plane C. (i) Prove thatthe integral r(z) = /jj e~' f'~' dt is well-defined, for every z € C with Re z > 0. (ii) Now let z €Q, then there exists « e N with Re(z + n) > 0. Define TM = r(, + ») ^^^ (z + n-l)---(z + l)z' Verify that this definition is independent of the choice of « e N. (iii) Prove r(z) i^ 0, for all ^ e ^. (iv) Verify that F is a complex-differentiable function on ^. Exercise 6.58 (Reflection formula for Gamma function - sequel to Exercises 6.50 and 6.57 - needed for Exercises 6.60, 6.61, 6.74, 6.89 and 6.108). Define / : R \ Z ^ R by (see Exercise 6.57) fix) = r(x) r(l — x) sinTTX. (i) Define /(O) = n. Prove by f(x) = r(l + x) r(l - x) ^ that / is continuous at 0, and also that / is infinitely differentiable at 0. (ii) Demonstrate that f(x + 1) = xr(x) \ sin(—jtx) = f(x). Conclude that / : R —>■ R is continuous and periodic, and therefore bounded on R. (iii) By means of Legendre's duplication formula from Exercise 6.50.(vi), prove /(f)/(^) = ./«. (iv) Let g = (log of)^\ Verify that g is a bounded function on R satisfying ^x + 1- ^©+KV)=^^(^>- Show that this implies g = 0 on R. Prove that log of is a linear periodic function on R, and that therefore / is constant and equals tt. Thus we find the following reflection formula for the Gamma function (see Exercise 6.59 for another proof): r(x)r(l-x) = ^^ (x€R\Z). sinjTX
Exercises for Chapter 6: Integration 629 (v) Using Exercise 6.50.(iv), prove (see Exercise 0.15.(iv) for a different proof) /■' f x''~^ n / t"~\l - ty" dt = / dx = (0 < p < 1). Jq Jvl,^+x smnp Show that dx n in € N). JVL., /r , 1 + x" n sin - (vi) Conclude by means of Exercise 6.50.(v) and (vi), and by using part (iv), that / dt = ^-^r(-) = 1.402182105325 ■■• . Background. The reflection formula can also be proved via F (1 — x) = —xF (—x) using the product formulae for the Gamma function from Exercise 6.56.(iii) and for the sine function from Exercise 0.13.(ii). Combination of Exercise 6.57 and the formula ^^ = ^ F (1 — z) sin jt^ shows that ^ is complex-differentiable on C. This also follows from the product formula for ^ in Exercise 6.56.(iii), which is valid on all of C. Exercise 6.59 (Another proof of reflection formula for Gamma function - sequel to Exercises 0.15, 3.1 and 6.50). Using Corollary 6.4.3 verify, for 0 < x < 1, F(x)F(l-x)= / e-^"+'^U-X-dt. jRl ^h^ h By means of Exercises 3.1 and 0.15.(iv) deduce (see Exercise 6.58.(iv) for another proof) F(x)F(l -X) = /" e-^> ^^ ds= i ^^ ds2 = -^^^- (0 < X < 1). A^ ^^2 + 1 yR... ^2 + 1 SmJTX Exercise 6.60 (Fresnel's integral - sequel to Exercises 0.8,6.50 and 6.58 - needed for Exercises 6.61 and 6.62). One has M I dx = — ^ = ^ ^ (0 < p < 2). Jr., xp 2F(p) 2F(p)sin(pf) In particular, /■ sinx n f sinx [tF f sinx ,— / dx = -, / —^dx=-, / —■=dx = \'27T, Jr., X 2 ^R ^x V 2 ^R x^
630 Exercises for Chapter 6: Integration and Fresnel's integral I sin(x ')^^ = Jt- Similarly, 1^^" = - (o<P<i). 2r(p)cos(pf) We now prove (•) in two steps. (i) Prove 1 1 xP Tip) _.,. and show /" t"-^e-'''dt (x €R+), Jr+ / dx = / f'' W e "" sinxdxdt. Jr., xp Tip) h_^ Jr.,. (ii) Using Exercise 0.8, prove /• sinx 1 /• t''-'^ / d.x = -—-\ -dt. Jr., xp T(p)Jt,., l+f2 Now apply Exercise 6.58.(v). (iii) Show (see Exercise 8.19 for a different proof) Jr., j_i I sin J r./_N I sin ^ JT^ — 1 < j < 1; xdx = T(s) \ (s—) „ . cos cos 2 0 < J < 1. Exercise 6.61 (Values of Airy function - sequel to Exercises 2.90,6.58 and 6.60). We use the notation from Exercise 2.90. Prove directly using Exercises 6.60 or 8.19, or deduce from Exercise 2.90.(vi) and the reflection formula from Exercise 6.58.(iv), Ai(0) = -A—, Ai'(O) = - ^ 3tr(|) • ' 3ir(i) Exercise 6.62 (Functional equation for zeta function - sequel to Exercises 0.16, 0.18,0.25,6.57 and 6.60 - needed for Exercise 7.31). The notation is as in Exercise 0.25. Deduce from (•) in that exercise .t^ ^ ^^^' .(. + 1) rb2(x-[x]) ^ , , p ^
Exercises for Chapter 6: Integration 631 Using integration by parts and Exercise 0.16.(i) and (iii), show that the integral also converges for —2 < Re j, and prove Conclude that s(s + l) f b2(x- [x]) r(^) = -^^/ ' dx (-2<Re.<-l). Next use the identity Z>2(x-[x]) =^^km ^g^^fromExercise0.18.(ii) and then Exercises 6.60 and 6.57 to show, for —2 < Re j < —1, C cos t -c—V m = -2s(s + 1) / -^dtj^i^kn) s-l fcsN r(^ + 2) cos(f(^+2))^' Deduce the following/mwc/zowa/ equation for the zeta function (see Exercise 6.89 for another proof): T-^n'i;{\-s) = zos(Ui)Y{s)Kis) (-2<Rej < -1). Background. It follows from complex analysis that the functional equation actually is valid on the common domain of the left- and the right-hand side. It is seemingly easier to work with h\ instead of Z>2, but in that case the interchange of integration and summation is a more delicate matter. One can prove that the partial sums 2Zi<fc<Af ^'"fc^"^^ ^^ bounded on R and then use Arzela's Dominated Convergence Theorem 6.12.3. Exercise 6.63 (Sequel to Exercises 0.4 and 6.50). Let / € No and let P/ be the Legendre polynomial as in Exercise 0.4. Use repeated integration by parts to show l^\l^f f Piixfdx = (-1)' /" (x^ - \)'(—^\x'^ - l^dx = (-l)'(2/)! /" {x'^-lidx. Now apply Exercise 6.50.(vii) to deduce 2 h"' Ydx = 2/ + 1
632 Exercises for Chapter 6: Integration Exercise 6.64 (Dirichlet's formula - sequel to Exercises 3.2 and 6.50 - needed for Exercises 7.26 and 7.37). Let p e R^, and let A^ c R^ be the triangle with A^ = {x e R^ I xi +X2 < 1}. (i) Prove the following formula: L xf'-'xf-'rfx= ^(^'>^(^2> Ia^ ' ' r(i + p,+ P2) Hint: Apply Theorem 6.4.5, and subsequently Exercise 6.50.(iv). (ii) Let p3 e R+. Prove r(p,)r(p2)r(P3) /. Xf ~'x(-~'(l -Xi -X2)''^-'rfx = Ui'^ "' '* '"' '"■' "" r(p,+ P2 + P3) Hint: Begin as in part (i); substitute X2 = (1 — xi)t in the inner integral. (iii) Let B^ = {y € R^ | \\y\\ < 1}. Prove that we then have the following analog of the formula from Exercise 6.50.(iii): /. yf'yfCvT^W)''^ dy r(£j±i)r(^)r(£fi) (iv) Suppose / e C([ 0,1 ]). Prove the following, known as Dirichlet's formula: f xf-'xf^-'V(^i +^2)dx = ^[P'^'^^P^] f'x"^+"--'f(x)dx. J A'- r(pi +P2) Jo Show the formula from part (i) to be a special case. Hint: Use Exercise 3.2. Exercise 6.65 (Generalization of DiricWet's formula - sequel to Exercises 3.19, 6.50 and 6.64 - needed for Exercise 7.52). Let A" be as in Exercise 3.19. (i) Prove the following generalization of Exercise 6.64.(i): l<J<n Hint: Use Exercises 3.19.(i) and 6.50.(iv). (ii) In particular, conclude that vol,,(A") = —,. (iii) Consider B'^ = [x € R" | J2i<j<n l-^jl* < 1}, for jfc € N. Prove vol, 2\" ni)" Verify that, on geometrical grounds, limt_^oo vol„(Bj^') = 2".
Exercises for Chapter 6: Integration 633 (iv) Suppose / e C([0, 1]). Prove the following generalization of Dirichlet's formula, for p e R!|.: /..n/''-'^£-->-=Kli'' -^+T.i<j<nP.if(^x)dx. ('Ll\''j (v) Let aandd € R![ and define 0" = {x € R:[ | T.i<j<n {^) < 1 }• Using part (i) prove Js^il ' r{i + i:,,^.,,4) Hint: Consider (p : R^ ->■ R;|_ given by x,- = (p,- (y) = aty^', for 1 < / < «, and note that 0" = >I'(A"). In particular, the ^-dimensional volume of 0" and of the ellipsoid {x e R" | 2Zi<;<n (j^) < 1 }> respectively, are equal to, see Exercise 6.50.(viii) —-^ -(- and ^ ^ n a,=vol„(B") rT a.-. (vi) Suppose that pj e 2No,for 1 < j <n. Deduce from part (v) that the average of the monomial function x \-^ x^ = ni<;<n'*^;^ '^^^^ ^" satisfies, in the notation of Exercise 6.50.(vii) and with (—1)!! = 1 J_/" ^■»^^^,_n.^,<„(Pr in(B")jB" n,<,<M(« n,^,<„(p.-i)!! vol„(B")V '" n,<,.M(« + 2/) ^^ Exercise 6.66 (Bessel function - sequel to Exercise 6.50 - needed for Exer- i '2- cises 6.67, 6.68, 6.70, 6.98, 6.102, 6.107, 7.22, 7.30 and 8.20). Let X > ' Define the function /a : R ^ C by fi(x) = f e"'-""'" sin^ a da. Jo (i) Prove by the substitution of variables a h> tt — a, for x e R, fx{x) = 2 / cos(x cos a) sin^ a da =2 I cos(x sin a) cos^ a da. Jo Jo Conclude that fx is real-valued.
634 Exercises for Chapter 6: Integration (ii) Show that IQ, g-'-v COS<. gjjjZ^ ^ ^^ (« e N, X € R), A(">(x) = (-0" Tcos", ^0 and conclude that f^ = fx+i — fx on R. (iii) Verify by integration by parts that (2A. + l)fl(x) = —x fx+i (x), for x e R. (iv) Prove that fx satisfies the following differential equation for u e C^(R): X u"(x) + (IX + 1) u'{x) + X m(x) = 0 (x e R). The Bessel function of order A. is defined as the function A:R,^R wi,h A(„ = _j_L_^(|;^'.-".,„"„.„. (v) Demonstrate by integration that J\_{x) = J^^, for x e R+. (vi) Show by part (iii) that Jx+i(x) = —J[(x) + j Jx(x), for x e R+. Conclude that (vii) Using part (iv), prove that on R+ the function Ji satisfies the following, known as Bessel's equation: x^ m"(x) + X u'(x) + (x^ - X^)u(x) = 0 (x e R+). (viii) Proveby means of Exercise 6.50.(iii) that lim_v 4,0 (t) Jx(x) = 1 r(A+i)- (ix) For fixed X e R prove that the following power series expansion is convergent uniformly in a e R: -/^cos<. ^ y^(_n*^_cos*^Q!. Next apply the theorem on the termwise integration of a uniformly convergent series, then Exercise 6.50.(iii) and (vii), to conclude that ^2J /-fk\r(X + k + l)\2J ^'
Exercises for Chapter 6: Integration 635 Now let A. < — i. Then the defining integral for 7^ diverges. Nonetheless it follows by Exercise 6.57 that the right-hand side in part (ix) is well-defined if A. ^^^ —n, for « e N. Therefore we define the Bessel function J^ for those values of A. by means of the series in (ix). 2 cosji: (x) Using Exercise 6.50.(vii), prove J_i_(x) = J j^^^, forx e R_|_. (xi) Verify that Jx and J_x both satisfy Bessel's differential equation from (vii). (xii) Prove by part (viii) that Jx and J_x are linearly independent functions over R. Background. In texts on ordinary differential equations it is proved that the dimension over R of the solution space of Bessel's differential equation equals 2. Bessel's differential equation often occurs when spherical coordinates are used, see for example Exercise 6.68. (xiii) For « e No and x > 0, show that J„{x) = — / e'-"'""-'""rfa = - / cosina-xsma)da. In y_jr n Jo ffint: Write and prove by means of Newton's Binomial Theorem, for m € No, — /" (e'" - e--)»+2'V-'>- da = (-1)'" ("« + 2'" Y In y_^ \ m J Exercise 6.67 (Kepler's equation - sequel to Exercises 0.19,3.32 and 6.66). This equation reads, for unknown x e R with y e R^ as a parameter, X = y\ +>'2sinx. Geometrically this comes down to a point of intersection of the graph of the affine functions \-^ x — y\ withthegraphof the sinex i-> )'2sinx. Ifx = fjr{y)Wiihfjr : R^ —>■ R is a solution, then /,,, : R —>■ R with fy^iyi) = i^iy) — yi = yi sin 1/^(3') is an odd Ijt-periodic function. Therefore yi i-> D\fjr{y) is even and Ijt-periodic. Prove by implicit differentiation Difiy) = 1 — y2Cosx Prove by Fourier series expansion according to the variable y\, compare with Exercise 0.19, with coefficients depending on )'2, \ [^ 1 X—V coswvi [^ coswvi D,f{y) = —\ dy,+T -i ^-^dy,.
636 Exercises for Chapter 6: Integration By means of the substitution yi = yi(x) = x — y2 sinx and of Exercise 6.66.(xiii), show that 1 r ^.r-^cosnyi r = 1 + 2 ^ 7„ (ny2) cos nyi. Hence conclude that X = i/(y) = y, + 2 2_^ . Here we do not consider the problem for which values of y the series actually converges. Exercise 6.68 (Helmholtz' equation and Bessel function - sequel to Exercises 3.9, 3.17 and 6.66 - needed for Exercise 8.35). We use the notations from those exercises. We look for / e C^ (R^) that satisfy the following, known as Helmholtz' equation: (A + ii^)f(x)=0 (x€R^At>0), which occurs, for example, in the eigenvalue problem for the Laplacian, see Exercise 7.64.(iii). Here we try to find a solution / of the form fo^:(r,a,e)^g(r)Y;"(a,ey, where (r, a, 9) € R+ x ] —n, jt [ x ] —|, | [, while g e C^(R+) and / € No and m e Z with \m\ < I. By means of Exercises 3.9.(vi) and 3.17.(i), prove that g must satisfy the differential equation W r^ 8"(>-) + 2r g'(r) + (ii^r^ - 1(1 + 1)) g(r) = 0. Verify that h : r h> -Jr g{r) must then satisfy the differential equation 1n2> 2> Show that M : X i-> /?(-) must be a solution of Bessel's differential equation 1\2n r'^h"{r) + r h'{r) + (u?r'^ - (l + -V) hir) = 0. x^ u"(x) + X u'(x) + (x'^ ~ (^ + ~) ) "C-^) = 0- Conclude by Exercise 6.66 that, with a and Z> e C, every solution g of (•) is given by 1 In particular, /±(x) = — ^^ '^"' , for x e R^ \ {0}, satisfy (A + //^)/(x) = 0.
Exercises for Chapter 6: Integration 637 Exercise 6.69 (Hypergeometric differential equation - sequel to Exercises 0.11 and 6.50 - needed for Exercises 6.70, 6.106 and 7.5). Assume a, b and c in R. Let Z C Che the complex plane excluding the interval [ 1, oo [ along the real axis. For every z € Z the function [ 0, 1 ] —>■ C with t i-> (1 — zt)"" is well-defined, and uniquely determined by the requirement that its value be 1, for z = 0. Consequently, for a, b and c in R, ^ e Z, the following function is well-defined on [ 0, 1 ] by t h^ t''-^(i - ty-''-^(i - zty. Moreover, the integral from 0 to 1 of this function converges, for a, b, c e R, 0 < b < c, z € Z; thus one defines the hypergeometric function 2F\{a, b;c:-) = F(a, Z>; c : •) : Z —>■ C by W F(a,b-c:z)= ^.,^^^f ■■ f t'-\l-tr-'-\l-ztydt, r(b)r(c-b) Jo with r as in Exercise 6.50. (i) In the notation from Exercise 0.11 prove r(a+n) (a)„ = (n € N), T{a) and conclude from that exercise that, if ^ & Z,t e ] 0, 1 [, with \zt\ < 1, ■^ ria)n\ nsNo (ii) Now use integration term-by-term of the power series in (i), then Exercise 6.50.(iv) to conclude that F(a,b; c : z), for all ^ e C with \z\ < 1, is given by the following hypergeometric series: r(c) ^r-^ r(a+n)r(b + n) „ F(a, b;c:z) = 7 r(a)r(b) ^f-^^ r(c + n)nl ^ _ ab a(a+ l)b(b + 1) 2 ^71^^ c(c+l)l-2 ^ a(a + l)(fl+2)Z>(Z>+l)(Z> + 2)_3 c(c +l)(c + 2) 1-2-3 ^ The terminology "hypergeometric" is explained by, inter alia, the relation with the geometric series '—r. i- — z «sNo
638 Exercises for Chapter 6: Integration (iii) Assume 0 < a < c and z ^ Z. Prove F{a, b\ c : z) = F(b, a; c : z), that is, F(a,b;c:z)= ^. ^Jf r f t"-'(I - tf-"-'(I - zty'dt. r(a)r(c-a) Jo (iv) Demonstrate (compare with Exercise 6.50.(vii)), for \z\ < 1, (l+z)" = F(-«, 1; 1 :-2); log(l + z) = zF(I, V, 2 :-z); -113 2\ ^r-^(2n-\)n ^2"+' arcsin z 1 • 3 • • • (2« - 1) ^2"+! ^^ (2«)!! 2n + l ^ + 2-. 2-4---2« 2« + r /I 3 \ 7^"+' arctan. = ^^2'^= 2^ "^^ = I^(-^>"^^ «sNo r(a)r(b) For the moment, write /(z) = p', F(a, Z>; c : z). (v) Provethat, for |z| < 1, \ dz ^ ^ T{c + n)n\ and conclude that the function / satisfies (vi) Verify, for every p e R, d / d \ d^ d Tz\'Tz^n='ir-^^'^'^Tz and conclude from (v) that u = F(a,b; c : •) satisfies the following hyper- geometric differential equation: (**) z{l-z)^{z)+{c-{a+b+l)z)^{z)-abu{z) = Q (z € C). dz^ dz (vii) Let / e No. Assume the function u satisfies the hypergeometric differential equation with a = —I, b = I + \, c = I. Define ^ : R ->■ Rhy z = ^(t) = ^. Verify that v = u o^ satisfies Legendre's differential equation from Exercise 0.4.(i). Note that in this case the parameters a, b and c do not satisfy the restrictions mentioned above.
Exercises for Chapter 6: Integration 639 We now want to prove directly from its integral representation (•) that F(a,b; c : ■) satisfies the differential equation in (••). To do this we define g(z,t):=t\l-tr-\l-ztr'-'; then ^ -iz, t) = t"-'(i - ty-"-'(i - zty-'hiz, t), at with hiz, t) = Z> (1 - 0(1 - Zt) + (Z> - c) r(l - zt) + (a + 1) ztii - t) = b{\- ztf + {{a + b + l)z -c)t{\- zt) + {a + \) z{z - l)f^ So now we have ^(2,0 =bt''-\\-tY-''-\\-ztr'' at +((fl + b + l)z-c)t\l - 0^-'^-'(1 - zty-' +{^ -z){a + 1) t''+'(1 - 0'~*~'(1 - zt)-''-^. In addition we write for the integrand in (•) k{z,t) := t''-\\ - ty-''-\\ - zt)-". Note that then "—iz,t) =at\l-tY-'-\l-ztr''-'\ az \^{Z, t) = aia + l)t'+\l - rr-'-'(l - Zt)-"-^; az^ 9? T 9^A; 9A; ^^(^' ^) = (^ - ^)t^(^' 0 + ((« + ^ + 1)Z - c) — iz. t) + aZ>/:(z, 0- at az^ az (viii) Prove that the results above do indeed imply that F{a, b;c:-) satisfies (••). Exercise 6.70 (Confluent hypergeometric differential equation - sequel to Exercises 6.66 and 6.69 - needed for Exercise 6.71). Assume a and c in R are such that 0 < a < c. We define the confluent hypergeometric function or the Kummer function \F\{a\ c : ■) = K(a; c : •) : C —>■ C by r(c) K(a; c:z) = z—-f^ r f t"-\l - tf-'-'e''dt. r(a)r(c-a) Jo
640 Exercises for Chapter 6: Integration (i) Let /x be as in Exercise 6.66. Prove, by the substitution of variables sin^ | = s, u(t) := e^-fj—) = l^^^^^^^-* K{X+-- 2X+l:t) (t € R). Next, use Legendre's duplication formula from Exercise 6.50.(vi) to show that the following formula holds for Ji, the Bessel function of order X: Jx(x) = p^^^^^^g-''(|)V(A + ^; 2A + 1 : 2ix) (x € R+). (ii) Use termwise integration of a power series, then Exercise 6.50.(iv), to conclude that, for all z € C, nsNo _ . a_ a{a +1) 2 , a{a + l){a + T) 3 c 1 ^ c(c + 1) 1 • 2 ^ c(c + l)(c + 2)l-2-3^ Hint: Use the ratio test to prove the convergence of the series for ^ e C. (iii) Show that part (ii) implies K{a;a:z) = e', for all a > 0 and ^ e C. (iv) Let a, b, c, z and F(a, b;c:-) be as in Exercise 6.69. Note that lim (1 - ^)-* = e-^', and use Exercise 6.69.(iii) to prove the following equality for the integral representations: (•) lim F(fl, b;c:-) = K(a; c : z). b-*oo b With a, c and z fixed, show the series for F(a, Z>; c : |) from Exercise 6.69.(ii) to be uniformly convergent for Z> e [ 2|z |, 00 [, and conclude that the identity (•) also holds for the series representations. For the moment, write f(z) = j^K(a; c : z)- (v) Prove, for z €C, \ dz I ^--' r(c + «)«! to conclude that the function / satisfies
Exercises for Chapter 6: Integration 641 (vi) Verify that part (v), in the same manner as in Exercise 6.69.(vi), implies that u = K(a; c : •) satisfies the following confluent hypergeometric differential equation: W Z ^(Z) + (c-z) ^(Z) -au(z) = 0 (z€ C). dz'^ dz (vii) Let F(a,b;c:-)he: as in Exercise 6.69. Verify that m : ^ i-> F{a, b; c : |) satisfies the differential equation .d'^u ^ ^ ( a + \ \du ( Z\d"u ( a + 1 \du 0. Conclude that (•) is obtained from this equation by taking the limit for b —>■ oo, as expected on the basis of part (iv). (viii) Assume u satisfies (•) and write w(z) = e~^^z^''u(z), k = ^c — a and m = |c — |. Verify that w then satisfies the following, known as Whittaker's equation: <Z)-(--- + ^U(2) = 0. G dz"-'' \A z z} , (ix) Prove by Exercise 6.66.(iv) that the function u from part (i) satisfies the following confluent hypergeometric differential equation: t u'\i) + (2A + 1 - 0 u\t) - (A + -) m(0 = 0 (r € R). Background. One observes that we have now proved that the confluent hypergeometric differential equation is a limiting case of the hypergeometric differential equation, and that Whittaker's and Bessel's differential equations transform, by a substitution of variables among other things, into a confluent hypergeometric differential equation (see also Exercise 6.71). Exercise 6.71 (Further confluence - sequel to Exercise 6.70). (i) As in Exercise 6.70.(vii), determine a differential equation for m : ^ i-> K{a\ c : ^^, and by taking the limit for a —>■ oo derive the following differential equation: d^u du (*) Z^^iz)^C^iz)-uiz)=^ (2€C). dz'- dz (ii) Verify that (•) is satisfied by oFi(c : z) := r(c) J^nsNo r(c+H)»! ^"-
642 Exercises for Chapter 6: Integration Assume u satisfies ( differential equation _2 (iii) Assume u satisfies (•), and write v(z) = u{ — ^). Show that v satisfies the -c v"iz) + i2c-l)v'iz) + zviz)=0. Note that, with c = A. + 1, this is the differential equation from Exercise 6.66.(iv) associated with the Bessel function. (iv) Finally, examine the effect of the substitution w(z) = u(cz), and thus derive the differential equation w'(z) — w(z) = 0, for w = qFq : ^ i-> e' = Z^nsNo ii\^ ■ Exercise 6.72 (Cauchy-Schwarz inequality - needed for Exercise 6.76). Here we give two proofs of this integral inequality. It is assumed that / and g are contained in Cc(R")- (i) Prove that the following numbers are well-defined: \\f\\2={f \f(x)\^dxY\ {f,g)=l f{x)g{x)dx. J R" J R" (ii) Verify that Proposition 1.1.6 as well as its proof apply and directly yield l(/. ^)l ^ Il/ll2ll^ll2' known as the Cauchy-Schwarz inequality. (iii) Prove ab < \{a^ + Z>^), for all a, Z> e R. Substitute a = -^ and b = ^ and integrate, to conclude again that the Cauchy-Schwarz inequality holds. Exercise 6.73 (Holder's and Minkowski's inequalities - sequel to Exercise 5.41 - needed for Exercises 6.74, 6.75 and 6.79). For p > 1 and / in Cc(R"), we define MP ^ = {fjm\"dx)' J- + -L Prove the following, known as Holder's inequality: (i) Assume p > 1 and ^ > 1 satisfy - + - = 1, and consider f,g€ Cc(R")- L \f(x)g(x)\dx<\\f\\Jgl R„ P"-"1 Hint: Compare with Exercise 5.41.(v). (ii) Next, assume p^ > 1, for i < k < r, and JZ!</:<»■ ~ = 1' ^^^ l^t f^- e Cc(R"), for 1 < jfc < r. Prove f n iAwi^^< n 11/^ kWp,- l<k<r
Exercises for Chapter 6: Integration 643 (iii) Let p > 1 and f,g€ Cc(R")- Prove the following, known as Minkowski's inequality: \\f + 8\\„<\\f\\„ + \\8\\,- Hint: The inequality readily follows for p = 1. Therefore assume p > 1. One has f \f(x) + g(x)\Pdx <f \f(x)\\f(x)+g(x)r'dx Jr" Jr" + 1 \g{x)\\f{x)+g{x)r'dx. JR" Now apply part (i), use (p — 1)^ = p, divide by {/jj„ |/(x) + g{x)\'' dx) ^, and make use of 1 ' — ' Exercise 6.74 (Hilbert's inequality - sequel to Exercises 6.58 and 6.73). Let / = R_(_ and let A; : /^ —>■ / be homogeneous of degree —1. Let p > 1 and ^ > 1 with - + - = 1, and define c > 0 by = j kix,\)x-^l"dx. (i) Prove that c = Jj k(\, y)y~'^l'' dy. (ii) Prove that, for all / and g e Cdl) one has, in the notation of Exercise 6.73, / Hx,y)f{x)g{y)dxdy <': 11/11,11^11,- Hint: We have / f(.x) I k(x, y)g(y)dydx = I f(x) I xk(x, xw)g(xw) dw dx = I fM I k(l, w)g(xw) dw dx = I k(l,w) I f(x)g(xw)dxdw. Now apply Holder's inequality from Exercise 6.73.(i) to the inner integral and use the fact that fj \g(xw)\'' dx = ^ fj \g(y)\'' dy. (iii) Consider in particular k(x, y) = j^. By means of Exercise 6.58.(v), prove the following, known as Hilbert's inequality: Jr- x + y sm(f) p 1
644 Exercises for Chapter 6: Integration Exercise 6.75 (Sequel to Exercises 5.41 and 6.73). Let k e C(R"+'') and assume that Ci > 0 and C2 > 0 satisfy f \k(x,y)\dx<ci (yeR"), f \k(x, y)\ dy < C2 (x € R"). i 1 1 P the notation of Exercise 6.73, the following inequality: Let / e Cc(R'0> g e Cc(R"), p > 1 and ^ > 1 with i + ■!- = L One then has, in / Hx,y)f{y)g{x)dxdy I Jvu'-^p <':y"4^'11/11,11^11,- Hint: On account of Young's inequality from Exercise 5.41 one has, for all t > Q, \f{y)g{x)\ < -tnf(yW' + -r''\g(x)\''. p 1 Now minimize the resulting upper bound for the integral with respect to all t > 0. Exercise 6.76 (Poincare's inequality - sequel to Exercise 6.72 - needed for Exercise 6.77). Let / e Cc(R") be a C' function. (i) Prove /jj„ f(x)'^dx = —ij^n Xj f(x) Djf(x) dx, for 1 < y < «. (ii) Use (i) and the Cauchy-Schwarz inequality from Exercise 6.72 to show that j nxfdx<in {xjf{x)fdx)''\j Djf(x)^dxy'\ (iii) Let U C R" be a bounded open set. Prove the existence of a constant c = c(U) > 0 such that, for all / having the additional property that supp(/) C U, we have the following, known as Poincare's inequality: f f(x)^dx<c f ||grad/(x)f^x. Ju Ju Exercise 6.77 (Heisenberg's uncertainty relations - sequel to Exercise 6.76). In quantum physics the state of a particle is described by means of a wave function; this will be understood to be a C^ function with compact support / : R" x R —>■ C, forwhich/jj„ \f(x,t)\^dx = l,forallf e R. Here \f(x, t)\^ gives the probability density (see also Exercise 6.42) of the particle being found at the point x e R" at time f e R. The collection of these wave functions is acted upon by the position operators Qj and the momentum operators Pj, for 1 < j < «, as follows: Qjfix, t) = xjfix, t), Pjfix, t) = -L=^(x, t).
Exercises for Chapter 6: Integration 645 (i) Verify that the Qj and Pj are self-adjoint operators with respect to the Her- mitian inner product on the collection of wave functions \g) = / f(x,t)g(x,t)dx. if: Then the expectation vectors x° e C" for the position and p° e C" for the momentum, respectively, of the particle described by the wave function / are given by x° = { Qjf, f) and p° = ( Pjf, f) (1 < ; < n). (ii) Check that in fact we have x° e R" and p° e R". The uncertainties or standard deviations Axj > 0 and Apj > 0, in the y'-th coordinate of the position x and of the momentum p, respectively, of the particle described by the wave function / are defined by (Axj)^ = \\(Qj - x°)ff = f x] fix, t)J{^dx - (x°j)\ {Apjf=\\{Pj - p°)/ip=I -^-^{x, t)Wj)dx - (p°)\ ■' Jr" 9^7 •' (iii) Check that one may assume x° = 0 and p° = 0, using the substitutions where f(x) is replaced by f(x + x°) or by e~^~^ ^'' ■ ''^ f(x), respectively. (iv) Prove the following, known as Heisenberg's uncertainty relations: Ax J Apj > - (i < j <n). That is, the smaller the uncertainty in the position x of the particle, the larger the uncertainty in its momentum p, and vice versa. Hint: See Exercise 6.76.(ii). Exercise 6.78 (Sobolev's inequaUty). Let C^(R") = QCR") n C'(R"). In general, the constant occurring on the right-hand side of Poincare's inequality from Exercise 6.76.(iii) depends on the open set U C R". In contrast with this, Sobolev 's inequality asserts the following. Let p e R with 1 < p < n and define p* e R by 111 * « — = (that is, p = p > p). p* p n n — p Then there exists a constant c = c{n, p) > Q such that in the notation from Exercise 6.73, for all/€ C^^R"), (*) 11/11/,* <c Y. w^jfWp-
646 Exercises for Chapter 6: Integration This is an estimate for a function / in terms of its partial derivatives which is valid regardless of the support of /. This generality is possible owing to the occurrence, on the left-hand side, of an integral expression containing p* instead of p. In estimates of this kind the rate at which / converges to 0 is of importance, and |/|''* converges to 0 more rapidly than |/|''. We now prove (•) in five steps. (i) Apply the Fundamental Theorem of Integral Calculus 2.10.1 twice, to prove, for i < j < n 2|/(x)| < f \Djf(x)\ dxj =: fjix)"-' (X € R"). Conclude that |2/(x)|"/(''-')<( Yl fj(x))( f \D„f(x)\dxy^"~'\ (ii) Now integrate with respect to the variable x„, and apply Exercise 6.73.(ii), with 1 1 1 — = ••• = = -, and fj (1 < ;■ < «). Pi Pn-i n - 1 Conclude that /'|2/(x)|"/('-')rfx„ ^R W n \Djf(x)\dxjdx„j n \D„f(x)\dx„j < l<j<n—l (iii) Integrate with respect to the variable x„_i, and again apply Exercise 6.73.(ii), this time with the functions, for 1 < y < « — 2, \Djf(x)\dxjdx„j , n \D„f(x)\dx„j Repeat these operations to prove ^J2/(x)|"/('-')rfx< fj (^j^JDjf(x)\dxY^"~'\ 1) l<J<n that is. ^^ |/(x)|"/("-') dx) < 2 ( n J^„ \DjfM\ dx) . iSjS"'
Exercises for Chapter 6: Integration 647 (iv) In the case p = 1, the inequality (•) immediately follows from (••) by means of the elementary inequality (***) n Sj ^ ^( E Sj)" (gj > 0, 1 < ;• < n). l<J<n l<J<n (v) Now let p > 1. Then n — 1 ^ n — 1 p = p > 1; n n — p and as a consequence we have/"^''* e C^(R"). Apply (••), with/replaced by /~ii~'' . Then use the fact that, for q obeying ^ + ^ = 1, f \f(x)\"-^"*-'\Djf(x)\dx {j^ \f{x)f-^"*-'^^dx)'^\j^ \Djf{x)\Pdx)'^". < One has ,n — \ ^ s ^ n — \ 1 1 «—1^ n — \ ( P-^M=P\ =—> P= P- n n q p* n n — p Therefore, (••) leads to Now use (• • •) once again to prove the validity of (•), for p > 1. Exercise 6.79 (Hardy's inequality - sequel to Exercise 6.73). On the left-hand side in Sobolev's inequality from Exercise 6.78 an exponent p* occurs which differs from p on the right-hand side. In that exercise the point was made that this is related to the rate at which the integrands converge to 0. On R the desired increase in the rate of convergence is obtained if on the left-hand side one writes - f{x) instead of f{x); in this context, see also Exercise 7.72. That is, for functions / e Cl(I) where / = R_|_, one has Hardy's inequality, which reads -f(x) dxj <-^(^j \f'(x)\!>dxj . We prove (•) in three steps. (i) Write F(x) = ^f(x), and prove fj Fix)" dx = -p fj F(xy'-^ x F'(x) dx.
648 Exercises for Chapter 6: Integration (ii) Note that x F'{x) = -F(x) + f'(x), and deduce (p - 1) fj F(x)p dx = pf^F(xr-'f'(x)dx. (iii) Check that there is no loss of generality in assuming that F(x) > 0. Then use Exercise 6.73.(i) and arguments such as those in Exercise 6.73.(iii) to prove Exercise 6.80 (Inequality by Fourier transformation). For / e -5(R^0> write (compare with Exercise 6.73) ||/||^ = sup{|/(x)||x€R"}, \\f\\i=f \f(x)\dx. Show that there exists a constant c = c„ > 0 such that, for all / e Siti"^), \\f\\oo<C„ J2 ll^"-^ll'- |q:|<«+1 Hint: Prove l<j<n |Q:|<n+l and deduce \m\<c'„ii + \\^fr"'^ J2 \^"f(^)\ \a\<n+l ti ^-^ ^r~-~ m2n-^ |q:|<«+1 |Q:|<n+l Verify ||/||oo < (27r)~"||/||i by means of the Fourier Inversion Theorem, and conclude that ii/iioo < < /" (1 + mY"-^ d^ Yl ii^"/iii- " |Q:|<n+l Exercise 6.81 (Eigenfunction for translation). Suppose/ e C(R")isanontrivial eigenfunction for translation, that is, for every y e R" there exists X(y) e R with (*) f(x + y)=X(y)f(x) (x€R"), /(O) = 1. Show X(y) = f(y), for y € R". Select g € Cc(R") n C°°(R") satisfying /r" /(>')^(>')^>' = 1- Deduce ix)= f fix + y)giy)dy= f Jr- Jr- fix) = f(x + y)g(y) dy = g(y - x)f(y) dy, JR" JR" and prove/ e C°°(R") by differentiationunderthe integral sign. Now differentiate (•) with respect to the variable y and show f{x) = e^/W^, for all x e R" (compare with Exercise 0.2.(iii)).
Exercises for Chapter 6: Integration 649 Exercise 6.82 (Another proof of Theorem 6.11.3.(iii)). The assertion can be proved without recourse to the Differentiation Theorem 2.10.13. (i) Using Taylor expansion of t h> e~" show that there exists a constant c > 0 such that for all r e R we have \r(t)\ < ct'^ if e"'' = 1 —it + r{t). (ii) Deduce, for f, ?; e R", m + r))- m = f e-'<-.?>(e-'<-."> - l)f(x)dx = f e--^''^K-i{x,n}+r({x,n}))f(x)dx JR" IR" =:-i J2 rij(:~f)(^) + R(^,V). Conclude by part (i) and the Cauchy-Schwarz inequality that \R(^,m <f \r((x,rjmf(x)\dx<cM^ f \\xf\f(x)\dx Jr" Jr" = 0(\\ri\\\ IhlUO. Deduce that / is differentiable in f; apply this argument repeatedly to conclude that /"e C°°(R"), and that Theorem 6.11.3.(iii) holds. Exercise 6.83 (Another proof of Example 6.11.4 - sequel to Exercises 2.84 and 6.51). (i) By taking the real and imaginary parts of ^, for n = I, show that the result from Example 6.11.4 is equivalent to the formulae, valid for f € R, —e~2?" = / e~2-*" cos(fx)rfx, 0= / e~^^ sin(fx)/ix. (ii) Demonstrate that the first identity follows from Exercise 2.84 or by series expansion of the cosine and by Exercise 6.51, and that the second one is trivial. Exercise 6.84. Assume 0 ^ g € -5(R") and that g vanishes in a neighborhood in R" of 0. Let f ='g e -5(R"). Prove that all moments of / vanish, that is. f x"fix)dx = 0 (a €N2). Jr"
650 Exercises for Chapter 6: Integration Exercise 6.85. Prove that the convolution f*g€ -5(R"), if f and g € -5(R"). Hint: Use that |x^| < I'^l T,o<j<\p\ W^ " >'ll-' ll>'ll'^'~-''' ^r all x, y € R" and Exercise 6.86 (Parseval-Plancherel's identity - needed for Exercises 6.94,6.100 and 731). Let /, h € -5(R'0 and y € R". (i) Prove /^„ /(f)/7,(f)e'(v.?>^| = /^„ f(x)h(x - y)dx. (ii) Conclude that /^„ f(x)h(x)dx = /^„ f^(^)h(^)d^. Now let g e -5(R"), and introduce h = (Inyf. (iii) Verify that h € -5(R") and 'h = g. (iv) Conclude that we have the following, known as Parseval-Plancherel's identity: f f(x)g(x)dx = (2nr" f mm)d^- Exercise 6.87 (Poisson's summation formula for R - sequel to Exercise 0.18). Let/ e -5(R). Multiplybothsidesof the identity in ExerciseO.18.(ii)for« = 2by the second derivative f"(x), integrate over R, and use integration by parts twice, keeping in mind that limj:_^±oo/(^) = lim_v->±oo/'(x) = 0. Verify Poisson's summation formula (see Exercise 6.88.(ii) for a different proof) ^/(/:) = ^/(;27r/:), fcsZ ksZ and derive J2f(x+k)=J2 T(?-^k) e^""'"'"* (.X € R"). fcsZ" fcsZ" Exercise 6.88 (Poisson's summation formula and Jacobi's functional equation - sequel to Exercise 0.19 - needed for Exercises 6.89, 6.90, 6.91 and 6.96). For / € S{W) the function F : R" ^ R is well-defined by F(x) = J^j^Z" f(^ + /)• Check that this series, as indeed the series of the a-th derivatives also, is uniformly convergent on R", for a e Z". Thus one defines a C°° function F on R" which is invariant under translation with elements from Z". Moreover, (fk)ks'Z," with fic(x) = e-^'^'^'^Hsa maximal orthonormal system on [ 0, 1 ]"; expansion according to Exercise 0.19 of F in the corresponding Fourier series therefore yields F =
Exercises for Chapter 6: Integration 651 (i) Demonstrate, for k e Z", {F,fk) =1 V/(x + ;>-^'<*^''''rfx= / e-'<^*^'^>/(x)^x = Tilnk). (ii) Prove the following two formulae, the latter of which is known as Poisson 's summation formula, for x e R": fcsZ" fcsZ" fcsZ" fcsZ" Define ■\j/ and 0 : R_(. —>■ R by fix) = ^£—''^ 0(x) = ^{f(x) -1) = ^£—''\ nsZ HSN (iii) Using part (ii) and Example 6.11.4, prove the following, known as Jacobi's functional equation: f(-j=x^-f(x) (xeR+). (iv) Conclude that 0(^) = x^ <p(x) + ^(x^ — 1) for x e R+. (v) Demonstrate 0 < 0(x) < J^nsN^'""'' = T^^ = Oie"'"'), x -> oo. (vi) Conclude by parts (iv) and (v) that 0(x) = 0{x~^), x \Q. Exercise 6.89 (Functional equation for zeta function - sequel to Exercises 0.25, 6.50,6.57, 6.58 and 6.88). For j e C with Re j > 0 one has n-iT{-)—=i e-'^'-'^xi-'^x (« € N). ^^'n' Jr., Sum over « e N and interchange the order of summation and integration. Let (j) : R+ —>■ R be as in Exercise 6.88. Using parts (v) and (vi) from that exercise one obtains, for Res > 1, A(s):=7T-2r(-)^(s)= I y'e-'"''-^x'-'^x= / 0(x)x*-'rfx.
652 Exercises for Chapter 6: Integration Prove with Exercise 6.88.(iv) / <p(x)xi~^dx= I <p(x)x^~^dx (Rej > 1). Jo J\ l-s s Therefore A{s) = I (j>(x)x^~^ dx h / (j>(x)x^~^ dx (Rej > 1). Ji i-s Ji s The integral (j>(x)x^~^ dx converges for all s € C, and moreover it defines a complex-differentiable function of s € C. This implies that A(s) can be defined for all j e C with the exception of s = I and J = 0. Because r(|) ^ 0 for all s € C, the preceding result defines ^(s) for those values of s also. In this connection, see Exercise 6.57 for the definition of r(s), with s € C Furthermore, we find that s i-> A(s) is invariant under the substitution s h> 1 — ^; that is, A(.) = A(1-.); and r{^) C(s) = n'-^-r{^) C(l - s). Multiply both sides by r(l — ^s), then apply the reflection formula from Exercise 6.58.(iv), and Legendre's duplication formula from Exercise 6.50.(vi); this yields \he functional equation for the zeta function I'-^Tz'^il -s) = cos {-7r)r(s)^(s) (s € C). In particular we find, by Exercise 0.25, the result from Exercise 0.20 or 6.40.(iv) r(2n) = (-l)"-'i(2:r)^"-f?^. 2 (2«)' Exercise 6.90 (Poisson's summation formula and Fourier Inversion Theorem - sequel to Exercise 6.88). For / e -5(R") and x e [0, 2??: ]" define g e SiR") hyg(t) = e-'^''-^^f(t). (i) Verify J"(f) = /(f + x). Next apply Exercise 6.88.(ii) to g and deduce Yl f(k)e-'^^'-'^ = Yl filnk+x). (ii) Integrate this equality termwise with respect to the variable x over [ 0, In ]" in order to obtain (In)" f(0) = T f m^k+x)dx= I m dt Obtain the Fourier Inversion Theorem 6.11.6 for / e -5(R").
Exercises for Chapter 6: Integration 653 Exercise 6.91 (Partial-fraction decomposition of hyperbolic functions - sequel to Exercise 6.88). For r > 0 we define / : R -> R by /(x) = e^'l-'l. Then we have (see also Exercise 6.99.(ii)) m = 2 ^ e-" cos fX dx = ^^^ (f € R). 2t_ t^T^^ (i) Show by summation of the geometric series, for f > 0 and 0 < x < 1, y^ g-'|A+fc| ^ g-n _^ y^ g-'{^+k) _,_ y^ g/(A-fc) ^ coshf(x-^) ■^ i-j i-j sinh ^ (ii) Prove by using Exercise 6.88.(ii), part (i), and the fact that / is an even function coshf(x - t) 2 x-^ It , ^ =-+2V-- —• cos(277:;cx) (r > 0, 0 < x < 1). sinh^ t ^t^ + 47r^k^ v / v > _ (iii) Substitute x = 0 and x = |, in the identity in (ii) and derive the following partial-fraction decomposition of the hyperbolic cotangent and the hyperbolic cosecant, respectively, for x € R \ {0}, n cotanh(7rx) = —|-2x > — —, -^-——- = —|-2x > - X r^-^ +«: smh(7rx) x r~:<-^ i-iy 1-2 1 1-2 (iv) Use the equality cotanh(7rx) — ^^^L^, = tanh(7r|) to obtain from (iii) 1 x2 + (2k - 1)2 TT TT X—\ 1 — tanh(—x) = 2x > (x e R). (v) Differentiate the identity in (ii) with respect to x, take x = ^^, and use the equality sinh 2=2 sinh j cosh j to find fcsN Prove b = '^"I^;^Tl^ ""(!')• cosh ^ ^-^ t'^ + 47r2jfc2 ""-—= 2y(-l)^-' , ^^ ^ , (x€R). 2cosh(|x) ■p x2 + (2Jfc-l)2
654 Exercises for Chapter 6: Integration Background. By replacing x by ix and using the identities cosh ix = cos x and sinhzx = i sinx, we see that the identities in parts (iii) - (v) go over in their counterparts in Exercise 0.13.(i). (vi) From parts (iii) - (v) deduce the following formulae, by expanding the denominators of the integrands in a geometric series and integrating termwise, for f € R: /■ sin f X , 71 / , ^ 1 \ / ax = — I cotanh tt^ ), yR... e" -I 2\ n^J L L L sinfx , n , ,7t . ax =—tanhl—f), R sinhx 2 2 cos f X 71 -dx = R.i. cosh X 2 cosh (I f)' e-'^? . 71 ■ dx = Rcoshx cosh(|f)' Exercise 6.92 (Solution of heat equation - sequel to Exercise 6.43 - needed for Exercises 6.103 and 8.35). Let jfc > 0 and define g : R"+' \ {0} ^ R by (see Formula (6.48)) g(x,t) = gt(x) = {A7ikt) 2 e 4i/ , 0, t > 0; t <0. (i) Prove that g : R"+' \ {0} -> R is a C°° function (see the proof of Theorem 6.7.4 for the points (x, 0) € R"+' with x ^ 0). (ii) Using Exercise 6.43, check that /jj„ gi(x) dx = I, for t e R+. (iii) Prove, for x e R" \ {0}, r e R+ and 1 < ; < n. Conclude that g on R"+' \ {0} satisfies the heat equation (6.46). (iv) Conclude by application of the Differentiation Theorem 2.10.13 that the function u from Formula (6.49) satisfies the heat equation; so that one has u(x, t) = if * g,)ix) = / f(y)g,(x - y) dy Jr" = 7T-"^^ I fix - 2V^3')e-"-^'"' dy. Jr" Further show that m(x, 0) = /(x).
Exercises for Chapter 6: Integration 655 Exercise 6.93 (Fourier transform of probability density of normal distribution and covariance matrix - sequel to Exercise 6.44 - needed for Exercise 6.94). Let C € Mat+(«, R) be positive definite, and define / : R" ->■ R by f(x)= -i_=e-i(c-'-v,.v> (27r)2VdetC (i) (Compare with Example 6.11.4.) Verify (Dkf)(x) = -(C-^x)kf(x) for \ < k < n. Now write D = (Di,..., D„). Fourier transformation then yields -^km = ((C-'£>),,f)(f) (l<k< n). Next, multiply by Cj^ and sum over 1 < A; < « to obtain — (Cf)j/(f) = (Djfx^), for 1 < ;■ < «. Now conclude that /(f) = e'^-^^^'^K (ii) Expand both sides of the identity in a power series in f e R", and compare the coefficients. This leads to / f(x)dx = 1; / xjf(x)dx = 0, / xjXkf(x)dx = Cjk, Jr" Jr" Jr" for 1 < i,k <n. Now let ji e R" and define f{x) = „\ ^-i(C-'(.v-^),(.-^))_ (277:)2VdetC (iii) Prove, for i < j,k ■<n, I fix) dx = \, I (Xj - fij)fix) dx = 0, ^R" ^R" (Xj - iJ,j)(Xk - lJ^k)f(x) dx = Cjk- L Background. In the terminology of Exercise 6.42 the function / = /(/x, C) is said to be the probability density of the normal distribution on R" with expectation vector ji and covariance matrix C. Exercise 6.94 (Asymptotic expansion for oscillatory integral - sequel to Exercises 6.86 and 6.93). Let V € Mat+(«, R) be positive definite.
656 Exercises for Chapter 6: Integration (i) Prove by Exercises 6.86.(ii) and 6.93.(i) that, for all / e -5(R") and t e R+, f f(x)e-^-'^^'''''^ dx = (2nt)-i(detVr'^ f /(f)e-i<^"'?'?> rff. With the use of the theory of functions of one complex variable it can be shown that a similar identity holds for the following oscillatory integral with amplitude function f and quadratic phase function, which is obtained by replacing t with —io), where i = V—1 and co > 0: f /(x)e?'"(^^'^>^x = (277:ftj)-2|detVr2e'?^g"^ f /(f)^-^*^"'?'? > ^f. ^R" ^R" Here sgn V equals the signature of V, the difference between the number of positive and the number of negative eigenvalues of V, all counted with multiplicities. Introduce the differential operator (V-'D,D)= J2 (V-')jkDjDk. i<j,k<i! (ii) Prove by means of Theorem 6.11.3.(ii) and Theorem 6.11.6 that, for k e Nq, (iii) Prove that we have the following asymptotic expansion (see Exercise 6.55) for the oscillatory integral: ^R" (^)'|detVrie'f='g"^^^((^(ajV)-'£>, £>)V)(0), 0) —>■ OO. fcsNo Exercise 6.95 (Principle of Stationary phase). Let0 e C°°(R")and/ e Q°°(R"). Define the oscillatory integral I : R+ —>■ C with phase function <p and amplitude function f by I{ay)= / e""^^-'">f(x)dx. Jr" We want to study the asymptotic behavior of / (m), for m —>■ oo, under the assumption D(j) (x) ^ 0, for all x e supp(/), that is, (p has no stationary points in supp(/). We define the differential operator L on R" by L = \\D(j>\\-^Y,i^j^,XDj(j>) Dj. (i) Prove 1(0)) = ^ 4„ L{e"^1>)(x)f(x)dx.
Exercises for Chapter 6: Integration 657 (ii) Show that there exists a differential operator L^ on R" with 1(0)) = — f e"^^-'\LU)ix)dx. io) Jj^„ (iii) Demonstrate that 1(a)) = 0{cl>~'^), (W ->■ oo, for all A; e N. Background. The result in part (iii) shows that the function m h> I (m) may not decrease arbitrarily rapidly, for m —>■ oo, only if the phase function (p has stationary points in supp(/). In Exercise 6.94 we have a quadratic phase function (p, with a stationary point at 0. In that case, I(o)) ~ cm~^, for m —>■ oo, with c ^^^ 0 if /(O) 7^ 0. Exercise 6.96 (Gamma distribution, Lipschitz' formula and Eisenstein series - sequel to the Exercises 0.20, 6.42, 6.50 and 6.88). Let a and A. > 0. In the terminology of Exercise 6.42, the function /q.^ ;, : R —>■ R with fa.xix) = 0, X <0- I r(«) x"-v-^\ x>o. is said to be the probability density of the Gamma distribution with parameters a and A.. In particular, for « e N, the function f„ 1 (x) = — x5-'e-5^ (x e R+) 9 ' 7 is said to be the probability density of Pearson's y} distribution with n degrees of freedom. (i) Prove / fci,xix)dx = 1, / xfa,xix)dx = -, ^R ^R A. / {x- iiff^^^{x)dx = —. Thus I is the expectation and ^ the variance of this Gamma distribution. In many cases the convolution and the Fourier transform are well-defined for functions not contained in -5(R), and this is also true in the particular case of the /q.jl- (ii) By means of Exercise 6.50.(iv) prove/ajj^ */Q,,jt = /Q,|_,_Q,2,A.>fora!i, 0:2 and A > 0. (iii) Show by Exercise 6.69.(i) that .^(f) = [j^f, for |f | < A.
658 Exercises for Chapter 6: Integration In fact, this formula is true for all f e R. Moreover, the Fourier Inversion Theorem is valid in this case. Let J{ be the upper half-plane {z € C {hnz > 0}. (iv) For any z € J{, show that the Fourier transform of x i-> (x — z)~" equals 0, f > 0; ^^ r(«) (v) Now use Poisson's summation formula from Exercise 6.88.(ii) to derive Lip- schitz' formula f^^iz + nf ik-l)\^ Furthermore, prove the following identity for the Lerch function A, valid for Z € ^, X e R and a > 0: (« + x)"-'^^--' = -^-^ V —. (vi) Lipschitz' formula also can be obtained by expanding the right-hand side of the following formula from Exercise 0.13.(i): I 1 e^^'^ = Ti co\.{tiz) = —Tii — 2ni r—:- Z + n 1 - e^jnz nsZ as a geometric series in e^^'^ (this is where the condition ^ e ^ is necessary) and differentiating k — \ times with respect to z. Conversely, the partial-fraction decomposition of the cotangent can be derived from Lipschitz' formula. The Eisenstein series Gk of index A; > 1 is the function Gk '■ 3^ ^ C given by (0,0)5i(m,«)sZxZ "- ^ ' ^ mgN hsZ "- ^ ' ^ (vii) Apply Lipschitz' formula with z replaced by mz, to get the so-called Fourier expansion of Gk at infinity Gkiz) =2^(2k) + ^^^^ E ^n^^-^.^-"-
Exercises for Chapter 6: Integration 659 Here cr2k-i(j) denotes the sum of the (2k — l)-th powers of positive divisors of j, while in the last equality we used Exercise 0.20. Exercise 6.97 (One-sided stable distribution - sequel to Exercises 2.87 and 6.42). In the terminology of Exercise 6.42, the function / : R —>■ R with fM = 0, X < 0; —=x 2e -I, X > 0, is said to be the probability density of the one-sided stable distribution of order i. Define, for f > 0, (i) Using Exercise 2.87.(vii), prove that /j^ fix) dx = I, for all t > 0. (ii) The convolution is well-defined for the functions/,. Show/,2*/,2 = /(„_|_,,)2, for ^1 and t2 > 0. Hint: Verify that in x > 0 the left-hand side equals ^ Jo y)y) '-e ^-y y dy, and introduce the new variable ^ > 0 via z = 7^. Finally, use Exercise 2.87.(vii). Exercise 6.98 (Bessel function as Fourier transform - sequel to Exercises 6.50 and 6.66). The Fourier transform/is often well-defined for functions/ : R" —>■ R which are not contained in -5(R"); in particular this applies to the characteristic function / of the unit ball B" in R"; we therefore define W m= f e-'^'-^Ux (f €R"). Jb" (i) Check that / : R" —>■ C is a continuous function, and that /(O) = f^rpr- (ii) Note that the expression on the right-hand side of (•) is independent of the direction of f e R". Therefore, set f = (0,..., 0, ||f ||), and use the result and the hint from Exercise 6.50.(viii) to prove that /c ^(f) = ^^ I £-'■""?"(1 - h"-)"-^ dh.
660 Exercises for Chapter 6: Integration (iii) Substitute h = cos a and conclude that ^ rc-^) Jo In particular, for ^ ^0, (**) /(f) = (|^)V|(||f||). (iv) Prove by means of Exercise 6.66.(viii) that the expression on the right in (••) does indeed approach the value of /(O) for f —>■ 0. Exercise 6.99 (Fourier transform of x i-> e~ll^ll and Poisson's integral - sequel to Exercise 2.87 - needed for Exercise 7.30). The Fourier transform / is often well-defined for functions / : R" —>■ R not contained in -5(R"); iii particular this applies to the function / : R" —>■ R given by f(x) = e-H^H. (i) Prove m = 2V^r(^)(i + III 11^)-^ (f € R"). Hint: Prove by Exercise 2.87.(v) that interchange the order of integration, and use Example 6.11.4. (ii) Deduce, for all f e R" and t > 0, L e-'i-'i)-<\\-n dx = 2"7r"-?'r(^^) « + 1 \ t Uf + t^)^ Let R'^+' = R"+' \ {0}. We define Poisson's kernel P : R;'+' ^^ R by (see also Exercise 7.70.(ii)) rm U\ P(x,t) = .'^ l|(x,OII"+'' n 2 In the terminology of Exercise 6.42 the function R" —>■ R with r{^) 1 X |-> 71-2 (;(;2 _|_ 1) 2 issaidtohetheprobability density of the Cauchy distribution. NotethatP(x, —t) = P(x, t). Assume that the properties of the Fourier transformation are also valid for the function on R" given by x i-> e"'"^'", where f > 0, as can be shown by approximation arguments.
Exercises for Chapter 6: Integration 661 (iii) Conclude that f^„ P(x, t)dx = 1, for all t ^0. More generally, prove / \,dx = —rvw (f e R", t > 0), and show that one therefore has the following, known as Laplace's integrals: (compare with Exercise 2.85): cosfx — dx = r cos f A Jr., ^^i r X sin f. Jr., x^ + t ne-'^ 1 t ^.-'? (f > 0, f > 0), (f > 0, r > 0). Use the identity J^ ^^ dx = ^ from, for instance. Example 2.10.14 to obtain the validity of the latter formula for t = 0. (iv) Verify that we have the following semigroup property, for all ^i and t2 > 0: P(x, ti +t2)= / P{x - y, fi) P(y, t2)dy. Jr" (v) Let 5 > 0 be arbitrary. Check that f. j.gRnr rrj-rr^^i lUII"' d^ < oo> ^iid use this to prove lim / P(x,t)dx = 0. '-*°J{xsR"\\\x\\>S] Define R±+' = {(x, t) e R"+' \ ±t > 0} (note that in the remainder of this exercise the meaning of R'^^ differs from the usual one). (vi) Prove by Example 7.8.4 that the functions 1(^,011 (x, t) b^ log II(x, Oil (« = 1); {x, t) b^ „,__ ^,„„_, (« > 1), are harmonic on R"+'. Verify that, leaving scalars aside, P on R^"^' is the partial derivative with respect to t of the preceding function, and conclude that P is a harmonic function on R±^ . Now let h e C(R") be bounded, and define Poisson's integral {Ph : Rj.+' ->■ R of h by ({Ph)(x, t) = (h * P(; t))(x) = f h(x - y)P(y, t)dy. JR" (vii) Prove that 3^h is a well-defined harmonic function on R^+'.
662 Exercises for Chapter 6: Integration (viii) Assume (x,t) e R±^' and prove by means of part (iii) that \({Ph)(x,t)-h(x)\ <[ \h{x-y)-h{x)\P{y,t)dy +2sup\h(x)\l P(y,t)dy. A-sR" ■'l|y||>^ Using part (v) show that, uniformly for x in compact sets in R", lim(^h)(x,t) = h(x). ±ti,o Background. Evidently, in the terminology of Example 7.9.7, the function/ = ^h is a solution of the following Dirichlet problem on ^ = R^^ or R^^ : A/ = 0 with /|9^ = h. (ix) On the basis of the results from Exercise 7.21.(ii), show (m(x,t)=- ^^ f ^T^zShdy ((x,0 €Rr'). hyperarea„(S")yR« IK}', 1)11"+' (x) Prove that there exists a harmonic function u on R^+' with limM(x, t) — limM(x, t) = h(x) (x e R"). Hint: Write h = \h - i-\h). Background. Evidently, a bounded continuous function on R" can be represented by means of the jump along R" x {0} made by a suitably chosen harmonic function on R±+'. This point of view is of importance in the theory of hyperfunctions. Exercise 6.100 (Mellin transformation - sequel to Exercise 6.86 - needed for Exercise 6.101). Let -5*(R+) be the linear space of functions / : R_|_ —>■ C with the property that the function /* : R —>■ C given by f*(x) = f{e^) is contained in -5(R). For / e -5*(R_|_) we define the function Mf : R —>■ C, the Mellin transform of/, by r dx (Mf)(^) = / x-'^f(x) — (f € R). We now prove the following, known as Mellin'sformula, valid for all / e -5*(R+) andx e R+: W f(x) = ^j^x'HMf)(^)d^.
Exercises for Chapter 6: Integration 663 (i) Check that /^(f) = (Mf)(^), for all / € S*(R+) and f € R. Conclude that the Mellin transformation M belongs to Lin (-5*(R_|_), -5(R)), and also that (•) is obtained. Hence, for g e -5(R) and x e R_|_, {M-'g){x) = ^ f x'^g(^)dt 271 J^ Define Hermitian inner products on -5*(R+) and -5(R), respectively, hy ( f, g) = /r, fM'sM f and (/, g) = J; /^ f(x)'^dx. (ii) Prove by the Parseval-Plancherel identity from Exercise 6.86, for all / e Jr.,. X 2n ^R Conclude that M. € Lin(-5*(R+), -5(R)) is unitary, that is, M preserves the Hermitian inner products. (iii) Introduce the differential operator 9^. = jx~, and let f e R. Verify that the function u : x h> x'^ is the unique solution of the eigenvalue problem (djcu)(x) = f u(x), for X e R+, and u(\) = 1. (iv) Introduce the inner product (/, g) = f^ f(x)g(x) ~ and prove that 9^. is a self-adjoint linear operator with respect to it; in other words, verify that, for all / e -5*(R_|_) and all bounded C' functions g, f (9./)W^—= f f(x)(d.g)(x) —. Jr.,. X Jr+ X (v) Using parts (iii) and (iv), show that, for all / e -5*(R+) and f € R, M(d.f)(^) = f (Mf)(^), M(-f log-)(^) = (^j^(Mf))(^). Now assume / and g e -5*(R+). Define the convolution fOg: R_,_ —>- C of / and (fOg)M= f f(-)g(y)—. Jr.,. ^y'' y (vi) Demonstrate that cW(/ng) = (Mf) (J^ig). Background. The formula (M o 9. o M~^)f(^) = f /(f) shows that the differential operator jx-^ acting on -5*(R+) can be diagonalized by conjugation with the Mellin transformation M, and that the action of the conjugated operator in S (R) is that of multiplication by the coordinate f. In number theory one usually calls
664 Exercises for Chapter 6: Integration /r ^'/C^) ^' that is (Mf)(is), the MeHin transform of / evaluated at s. In that disciphne one studies functions f(x) = X!hsN ^n^~" ^'^^ computes 4^ (-■/«-= E5. which is called a Dirichlet series. In this case the inversion formula takes a different form. Exercise 6.101 (Harmonic function on sector - sequel to Exercises 3.8 and 6.100). Assume 0 < kq < jt, let V C R^ be the half-strip {(r, a) e R^ | r e R+, \oi\ < oio], and let (p : V ->- f/ := ^(V) be the substitution of polar coordinates as in Example 3.1.1. Then U is an open sector in R^. We look for a solution / e C^{U) n C{U) for the following partial differential equation with boundary condition: A/ = 0 onf/, /l9f/=/', where h{x\,X2) = h(xi, —X2), forx e dU and (h o >!')(•, uq) e -5*(R+), in the notation of Exercise 6.100. (i) Conclude by Exercise 3.8.(v) that / o ^P on V must satisfy We now try to find / with the property that / o >!' (•, a) e -5*(R+), for all la | < kq; we then write g(-, a) e -5(R) for the Mellin transform M(f o >!')(•, a). (ii) Use Exercise 6.100.(v) to verify that, with |a!| < ao fixed for the moment, W (-f' + J^)s(^^ «) = 0 (f € R). (iii) Now interpret (•) as a differential equation with respect to the variable a, and infer the existence of functions a and Z> : R —>■ C such that g(^, a) = fl(f) cosh(f a) + Z>(f) sinh(f a), for all |a!| < a^. Now choose in particular a = ztttQ and derive cosh (^ a) g(f, a) = M(h o «I/)(f, ao) cosh(fa!o)
Exercises for Chapter 6: Integration 665 (iv) Prove by Mellin's formula from Exercise 6.100 1 f .. coshCfa) /o«P(r,«) = — / r-^ ;; \M(hoM^)(^,ao)d^ ((r, «) € V). In Jr cosh(f tto) Conclude that, for x e f/, f(x) = —- / ||x|rcosh(2f arctan( —-)) . ,, , d^. In J^ \ xi + 1 / cosh(f tto) Exercise 6.102 (Hankel transformation - sequel to Exercises 6.66 and 8.20 - needed for Exercise 7.30). We employ the notation from Exercise 6.66. Let S (R+) bethelinearsubspaceof-5(R)consistingoftheevenfunctionsin-5(R). For A. > —| and / e -5(R+) we define the function M\f : R+ —>■ R, the Hankel transform of / of order A., by This integral is well-defined, see Exercise 8.20. We now prove the following, known as Hankel's formula: Hy = I, that is, for all f € S (R+) and x e R+ we have Under the substitution g{x) = x^f(x) we obtain the following variant of Hankel's formula: 8M= f f 8(y)My^)ydyMx^)^d^. Jr.,. Jr.,. See Exercise 7.30 for the relation between the Hankel and Fourier transformations. (i) Introduce the differential operator with variable coefficients 1 d A.x = X2^+1 dx i^-iy Aa-?) Let f e R+. Use Exercise 6.66.(iv) to verify that the function u : x ^-^ -^ is a solution of the eigenvalue problem (A.v,am)(^) = ^^u(x) (x e R+).
666 Exercises for Chapter 6: Integration (ii) Prove that Ax,x is a self-adjoint linear operator with respect to the inner product (/, g) = f^ /(x)g(x)x^^+' dx; that is, prove for all / e -5(R_|_), and all bounded C^ functions g, f (A,,>,f)(x)g(x)x^^+'dx= f f(x)(A,,>,g)(x)x^'+'dx. Jr.,. ^r+ (iii) Verify, by parts (i) and (ii), for all / e -5(R+) and f e R+, ^,(A,,/)(f) = f'(^x/)(f), ^A(-'/)(f) = (Aj,,(^,/))(f). Conclude that J{x : ■S(R+) -^ -5(R+). (iv) Verify J^xk = k ifk(x) = e-^^\ Hint: There are two possibilities: apply the series expansion of Jx from the Exercise 6.66.(ix); alternatively, check that both k and J{xk (use part (iii)) satisfy the differential equation (A,,,/)(x) = (2A + 2 - x^)f(x) (X € R+). Prove by Exercise 6.66.(vi) that (J^xfYi^) = -f (^A+i/)(f), and conclude by part (viii) of the same exercise that k(0) = lim(J{^k)(^) = 1, k'(0) = lim(^x^)'(f) = 0. Assume / e -5(R_(_) and Xq e R_|_, and write h(x) = f(x) — f(xQ)e2^ok(x). On account of part (iv), to prove the formula (J^xf)(^o) = fi-Xo) it suffices to show (J^lh)(xo) = 0. (v) Check that h(xQ) = h(—XQ) = 0, and write h(x) = (x^ — x^)g(x), with g € -5(R+) suitably chosen. Use part (iii) to prove (J^xh)(^) = (A^,x-4)(^>^§)(^)- Conclude by parts (ii) and (i) that = f 'n^ ,.^.^^A(Xog)^2^+l = \ iHxgm{A,,x-xl)(^-^y^^U^=^. Jr., ^ (-^0?) ^ Jr., (xo^r Background. The formula (J^x o A., a o M^ )fi^) = f ^/(f) shows that the differential operator —^2i+r^(j'^^^'''' ^) acting on -5(R+) is diagonalized by conjugation with the Hankel transformation Mx, and that the action of the conjugated operator in -5(R+) is that of multiplication by f ^.
Exercises for Chapter 6: Integration 667 Exercise 6.103 (Weierstrass' Approximation Theorem - sequel to Exercise 6.92 - needed for Exercise 8.36). This theorem asserts that a differentiable function on a compact set can be uniformly approximated by a polynomial function, and that a finite number of derivatives of the function can then also be uniformly approximated by the corresponding derivatives of that polynomial function. In a more exact formulation, let ^ C R" be open and let ^ € No; then for every function/ € C'^(^), for every compact set K CL Q., and for every e > 0, there exists a polynomial function p : R" —> R such that, for every multi-index a = (ai, ..., a,,) € NjJ with \a\ < k, one has sup{ |D"/(x) - D"pix)\ \x€K} <e. For a proof in the case of a continuous function on an interval in R, see Exercise 1.55. We now give an outline of the proof. It is left to the reader to check and add its details. Let x ^ C^(R") with supp(x) C ^ and x = 1 on a neighborhood of K. Then fx € C^(R"), and thus we may henceforth assume / € C^(R"). In particular, the integrations below are over the compact set supp(/). Now employ the notation from Exercise 6.92 with ^ = 1, and use the arguments applied in that exercise, with / replaced by D" f. One finds M„(x, t) := (D"/) * grix) = i4nt)-"^^ f D'^/OOe""^'"^"'^''' dy. Jr" Now, firom the Continuity Theorem 2.10.2, it follows that m„ : AT x [0, 1 ] ^^ R is a continuous function on a compact set. But then Ua is uniformly continuous on that set, on account of Theorem 1.8.15. Consequently, for every e > 0 there exists a number t > 0 such that, for every multi-index a € Ng with |a!| < ^, and for all X € K, \D"fix) - M„(X, 01 = Waix, 0) - Uaix, 01 < -. One has ^ i\i-4t)J ' But, for X and }' in compact sets in R", this series can be uniformly approximated by its partial sums pjv (^ > 3'). where the summation runs from 0 to A^ € N. By choosing A^ sufficiently large, we can find a polynomial function p := pi^ -.R" ^> R with pix) := i4nt)-"'^ T .,/, ,, f fiyKixr - }',)' + • • • + (x„ - y„)y' dy, such that, for every multi-index a € NJj with |a!| < ^ and for all x € K, \uAx, 0 - D"pix)\ < i4nt)-"'^ f D"fiy) T "''■~/''/ dy < ^. Jr" ^j y!(40^ 2
668 Exercises for Chapter 6: Integration Exercise 6.104 (Sequel to Exercise 6.50 - needed for Exercises 6.105 and 6.106). In S (R") the convolution operation * (see Example 6.11.5) defines a multiplication * by x) = I fix (*) (/. g)^ f*g with / * g(x) = fix- y)g(y) dy. Jr- (i) Show this multiplication to be commutative and associative. For 5 > 0, define the function 0j : R —> R by ^s-i f x*"\ X > 0; (Psix) = -=^, where -^r' = I r(5) [ 0, X <o. (ii) Verify that, for s, t > 0, the convolution 0^ * 0, is also well-defined by (•), and that it is given by T{s)T{t) Jo Conclude by Exercise 6.50.(iv) that 0j * 0, = (j)s+,, for s, t > 0. Exercise 6.105 (Fractional integration and differentiation - sequel to Exercises 2.75 and 6.104 - needed for Exercises 6.106,6.107,6.108 and 8.35). Define C^(R) = {/ € C°°(R) I supp(/) c R+}, and let D € End (C^(R)) be the operator of differentiation. Define D-'€End(C^(R)) by D-\f {x) = j f {t) dt. Jo (i) Prove that D"' is in fact the inverse of D. Define D-' = (D"^)", for w € N. (ii) From Exercise 2.75.(i) deduce that D^" f = f * (j),„ for w € N and / € C^(R), with 0„ as in Exercise 6.104. (iii) Prove by Taylor's formula from Lemma 2.8.2 or Exercise 2.75.(iii) that D^" is the inverse of D", that is, D-" = (D")"'. For 5 > 0 we define the operator D"' € End (C^(R)) of fractional integration from 0 of order s by (compare with part (ii)) D-'f = f * 0,; and so D-\fix) = -}- /" /(>-)(x - y)'-' dy. "(5) Jo
Exercises for Chapter 6: Integration 669 (iv) By Exercise 6.104 prove that D-' o D'' = D'' o D'" = D-^''+'\ for all s, t > 0. For f > 0 we define D' € End (C^(R)) of fractional differentiation of order t as follows. We have the unique decomposition t =n — s with w € N and 0 < 5 < 1. Now define D' = D" o D-'; hence D'f = (/ * (f),)^"\ (v) Prove D° = I, and demonstrate by integration by parts that D' = D'" o D^'', if t = m — r with m € N and 0 < r < m. (vi) Examine the validity of the following assertions. For t > 0 one has D' = D^^ o D"; therefore D' f = /^"^ * 0^, and for all 5, f € R one has the group property D' o D' = D' o D' = D'+'. Background. In distribution theory the arguments above are generalized in a far- reaching manner and the one-parameter group (0')5gR of linear operators, together with its generalizations, becomes an aid in solving differential equations. Exercise 6.106 (Hypergeometric function and fractional integration - sequel to Exercises 6.69, 6.104 and 6.105). Let the notation be as in these exercises and set ^a,b{x) = (1 — x)^''(j)bix). Now substitute zt = y in the integral for the hypergeometric function to obtain on ] 0, 1 [ F(a, b;c: ■) = r = 7 • Exercise 6.107 (Bessel function and fractional integration and differentiation - sequel to Exercises 6.66 and 6.105). (i) Verify that, for A. > — j and x € R4., 2 1 AW = ,,,.,,. ,.(|) j (l-ty-icosxtdt r(i)r(A + i) 2 1 /"t 91_i y ) 2 cosydy. ^)^ Jo 1-2 _ ^,2^^-^ ■Im-'/'i I 1 r(i)r(A + i)(2 (ii) Conclude that, in the terminology of Exercise 6.105, this formula may be recognized as a fractional integration from 0 of order A. + j: OS V 7^ 1 1 /COS v^\
670 Exercises for Chapter 6: Integration (iii) Prove (*) (2v^)^ A(v^) = D-^(^M^-)) (x). Let fj, > 0. From Exercise 6.105.(vi) conclude that (2v^)^+'^A+^(v^) = D-''(i2^)'-MV^))ix). Demonstrate that in integral form this becomes 2'^(v^)^+'^A+^(v^) = -^ f\x - yr-HVy)'MVy)dy. i \f^) Jo Now substitute x = z^,y = z^ sin^ a and subsequently z = x. This gives the following, known as Sowme's/ormw/fl, valid for A. > — j, M > Oandx € R+i 2''"'r(//)A+^(x) =x'' / A(xsina!)sin^+'a!cos2''"'a!£?a!. Note that we can use the left-hand side of formula (•) to define the Bessel function A, for A. < —J. Indeed, for these values of A. the expression on the right-hand side in (•) can be interpreted as the fractional derivative of order —A. of the function X i-> Jqi-Jx). (iv) Let A. > 0. Prove, by means of Exercise 6.105.(vi), that both J^ and J_x satisfy Bessel's differential equation from Exercise 6.66.(vii). (v) Prove, by means of Exercise 6.66.(vi), that (-l)"(2v^)-"J„(v^) = D"(jo(v^))(x) (n € N, X € R+). Conclude that J_„ = (-1)"J„ («€N). Thus, in this case the second solution J_„ is linearly dependent on the first solution J„. Exercise 6.108 (Abel's integral equation - sequel to Exercises 0.6, 2.75 and 6.58). Let fl > 0 and let g € C' ([0, a ]) be given with g(0) = 0. We want to solve the following, known as Abel's integral equation, for an unknown continuous function / : [0, a ] —> R: g(x)= r ^^dt (x€[0,a]). Jo s/x - t We prove in four steps that a solution / is given by W f(y) = - r 4^"^^ iy€[0,a]). ^ Jo \/y -X
Exercises for Chapter 6: Integration 671 (i) Multiply both parts of the integral equation by J^ to conclude that, for y€[0,a'\, r^^,, r [' m ^0 -Jy -X Jo Jo ^(y - x)ix - t) n n dx = / fit) / =dt. Jo Ji \'(x-t)(y-x) (ii) The value ofthe inner integral follows from Exercise 0.6.(v). For}' € [0, a], conclude that whence f -4^dx=7T f f{t)dt- Jo Vy--^ ^0 ^fiy) = -J- / y dx. dy Jo -Jy -X Straightforward application of Exercise 2.74 is not possible, because it leads to expressions ofthe form oo — oo. (iii) Substitute x = yt to prove that d f'yygiyt),^ r'^8iyt) + t^/y^iyt) ^fiy) =T-/ n ^^= / n= ^' dy Jo ^l-t Jo Vl-f '^' gix) + Ixg'ix) Jo ■dx. lyjy - X (iv) Finally, use integration by parts to prove 1 r six) ^ [y g'jx) ^ fy xg'jx) ^ — / ax = I dx — / — dx y Jo 2^3' - X Jo ^y -X Jo y^y - x Now conclude that (•) holds. LetO < s < 1 and consider the following generalization of Abel's integral equation: gix)= r-^^dt (x€[o,«]). Jo ix - ty (v) Now multiply by ^_^ ,_,, and conclude by Exercise 6.58.(iv) that the inner integral becomes /■' Jo 1 ^-'-\\-uy-^du = T{\ -s)T{s) = — si\\{s7T) Conclude that sin(5;7r) /" ^ Jo sin(5;7r) fy g'ix) iy-xy-^ fiy) = ^-^ , ^ ' dx (yeLO,^]).
672 Exercises for Chapter 6: Integration It turns out a posteriori that the problem above can be elegantly formulated as follows. For 0 < 5 < 1, define ^s-i f x^"\ X > 0; (t>s{x) = -^, where -^r' = I ^(■s) [ 0, X <0. Then the convolution equation for / (see Example 6.11.5; and our present treatment is formal, that is, it is assumed that here, too, convolution is well-defined) g = f*(j)s has the solution f = g' *^i-s- (vi) Examine the relationship between this solution technique and that of Exercise 2.75. Exercise 6.109 (Convolution and spline - needed for Exercise 7.39). The definition / * six) = fix- y)giy) dy of convolution * from Example 6.11.5 turns out to be meaningful for a much larger class of functions / and g than those from -^(R"). The convolution operation "improves smoothness properties" and can be used to construct C* functions with compact support, for ^ € N. Let X be the characteristic function of the interval [ — 2. 2 ] ^ ^ ^'^^ ^^^ ^" ~ X *... * X be the w-fold convolution product, for « € N, according to the definition above. (i) Prove / x(x)dx = l, I xx(x)dx = 0, I x^x(x)dx = —, X„ix) = Xni-x) (xeR), x„ix)dx = l (neN). Jr (ii) Prove that xi is the continuous function on R given by Xiix) = 0, X < -\ x +1, -1 < X < 0 -X + 1, 0 < X < 1 0, 1 < X. Hint; = ^2W =/„^R|,_is,s.,+i,X(>')rf3'.
Exercises for Chapter 6: Integration 673 (iii) Prove that xs is the C' function on R given by xs (x) is equal to 0, (A-+ 1)2 2! ' 2! +(,-^+2-'"'~2!' 2! ^ 2'' ^^ 2!' -|< -|< 1^ X X X X X. < < < < 3 2 1 2 1 2 3 2 1 3! 2 3 2 3 1 3! 0, (2 + -X2 -X2 (2- x)3 -ix3 + ^X3 x)3 l-x^ =-2 0, (iv) Prove that Xa is the C^ function on R given by X4(x) is equal to 0, X < -2 ^, -2< X < -1: -3^ + ^ + l(x + l) + l, -1< X < 0: 3^-2# + ^, 0< X < 1: _ fci)i+(£r>)!_±(^_l) + l, 1< X < 2: 2 < X. We now prove by mathematical induction on w € N that x„ is a piecewise polynomial (^n-2 function on R whose support is the interval [ — f, f ]• The intervals /«,o:=]-oo, -^], I„^k-=[-'^ + k-l,-'^ + k] il<k<n), P w r are the maximal intervals / such that Xn | r is a polynomial function. Let Pn,k-=Xn\j iO<k<n + iy, hi, k then p„j., for 1 < ^ < w, is a polynomial function of degree « — 1, while p„ q = Pn,n+\ = 0. Now write ^ (x-i-'i+k-l))' (*) Pn,k(x)= 2l, P"''''' n • 0</<H- 1 We shall want to prove, for 1 < ^ < w and 0 < / < « — 1, (-) p..'- = ^^3|-yy E (-iv(;)(^-i-y)"-'-'-.
674 Exercises for Chapter 6: Integration (v) Verify that, for < ^ < w + 1 and x € In+i, i, p„+i,k(x) = p„^k-\{y) dy + j p„,k(y)dy. Jx-\ J-j+k-1 Conclude by means of (•) that a . IV + 2^^Pn,k,i-\-P.,k-\.i-l) 7^ • 0S'S"-1 l<f<" (vi) Derive the following recursion relations between the coefficients Pn+i, k, i '■ Pn+i,k,o= Yl TrrrtT (i<^<« + !); P„+i,k,i = Pn,k,i-i-Pn,k-i,!-i (i <k <n + l, l<i<n). Then go on to show that (••) is satisfied, using (.",) + (") = ("t ). (vii) Prove 0<j<[.v+|] ^■''^ (viii) The function Xn is not (« — 1) times differentiable on [ — |, | ]; more precisely. 2' 2 prove, for 1 <k<n + l, lim T^W- lim i^(x) = (-\) xi-^+k-l d" 'x .vt-|+H d" 'x "G-O- (ix) We want to give an independent proof that the following does indeed hold, for 0 <i < n — I: For this we consider note that 0 = f<-"-^-'\0) = (n - I - iV-xPCj), for 0 < / < « - 1.
Exercises for Chapter 6: Integration 675 Background. In numerical mathematics, C"^^ functions on R which are piecewise polynomial of degree n are known as splines of degree n, after the flexible metal strips used to draw smooth curves. Exercise 6.110. Define fk :R+ ^ R by fk(x) = 1 „ -, 0 < X < ^ ; k 0, k^ < X. Show limi_>oo fki^) = 0, for all x € R4-, and this is even true uniformly on R4., while we have limi_>oo /r fki^) dx = 00. Background. Note that majorizing functions like g(x) = 1 for 0 < x < 1, and g(x) = -j^, for 1 < X are not absolutely Riemann integrable over R4.. Hence Arzela's Dominated Convergence Theorem 6.12.3 does not apply.
Exercises for Chapter 7: Integration over Manifolds 677 Exercises for Chapter 7 Exercise 7.1 (Formula of Binet-Cauchy and Pythagoras'Theorem), held < n, and suppose A € Mat(« x rf, R) and B € MaA{d x w, R). Denote by a,- € R'', for 1 < z < (i, the row vectors of A, and by bj € R'', for I < j < d, the column vectors of B. Write AT for the rf-tuple (^i,..., k^i) from the set {1,2,..., «}; and further Xj for the set of all such rf-tuples; write A'^ and Bk in Mat(rf, R) for the matrix with a|c^, ...,ak^ as its row vectors and with Z>i,,..., Z>jt^ as its column vectors, respectively. Finally, set a^ =detA^, bK =det Bk- (i) Prove the following/ormM/a of Binet—Cauchy: det(BA)= Y^ bKa'^. Here i^ is the subset of Xd consisting of the strictly ascending rf-tuples, that is, of the K = (ki,..., kj) satisfying 1 < ^i < • • • < ^^ < « (compare with Definition 8.6.3). Hint: If C = BA € Mat(rf, R), then c,-; = J2i<k<n ^ikCkj, for 1 < i, j < d. For a € Sj, the permutation group on d elements, write sgn(cr) for the sign of cr. Then, by a well-known formula for the determinant, dctiBA) = J2 sgn(o^) n E bik;ak,a(i) (TSS^ l<i<d l<kj<n = j2 Y[ ^'*'- Ji ^g"^"') n ^^.'-^o) l<k[,...,kj<n l<i<d (tsSj ISjSd = E ^' n ^-.- Ks.Kj \<i<d Note that a'^ ^0 only if K consists of mutually distinct numbers, therefore the summation can be performed only over such K. Since fl('^(*i)--'^(*<')) = sgn(cr) fl^*'""'*''^, for cr € S^, we obtain dctiBA) = ^ ^'^ ^ sgn(or) Yl bia(k) = E ^^ ^''- K^lj trsSj IS'Sd Kslj (ii) Let V and w eR"; and let A € Mat(« x 2, R) and B € Mat(2 x n, R) have V and w as column and row vectors, respectively. From part (i) deduce the equality in Exercise 5.26.(i).
678 Exercises for Chapter 7: Integration over Manifolds (iii) Suppose B = A'. Using part (i) conclude the following, known as Pythagoras' Theorem, which generalizes the identity ||fl||^ = X!i</<n '^j' valid for a vector a € R": detiA'A) = J2 (det A^f (A € Mat(w x d, R)). Note that the column vectors of A'^, for K € Ij, are the projections of the column vectors of A onto the (i-dimensional linear subspace of R" spanned by the standard basis vectors ei,,...,^^^. In other words, in the terminology of Section 7.3, the square of the rf-volume of a rf-dimensional parallelepiped in R" is equal to the sum of the squares of the rf-volumes of its projections onto all the rf-dimensional linear subspaces of R" given by the vanishing of some of the coordinate functions. Exercise 7.2. Calculate the length of that part of the graph of the function log which lies between (1, 0) and (x, logx), forx > 0. Hint: Substitute t = tan a to obtain I ^^' dt = Vl + f2 + logr - log(l + Vl + f2) (t>0). Exercise 7.3 (Sequel to Exercise 4.8). Consider the part V = (j)Q0,27r [) of the helixfromExercise4.8for which 0(f) = (cost, sint, t). Prove I 2, 2nV2i3 + 4n^) IMl'dix = V Exercise 7.4 (Semicubic parabola). This is defined as the zero-set in R^ ofg(x) = Xj — ^2. Calculate the length of the part of this curve lying between the points (t, -t^!^) and {t, t^'^), for t > 0. Exercise 7.5 (Lemniscate, r(^) and elliptic integrals of first kind - sequel to Exercises 3.44, 4.34, 6.50 and 6.69 - needed for Exercise 7.6). Consider the lemniscate from Example 6.6.4, which in polar coordinates {r, a) for R^ is given by r^ = cos 2a. Let 0 < (j) < j and let x = x((j)) = ^cos20 > 0. Then the arc of the lemniscate determined by x is understood to mean that part of the lemniscate which lies between the origin in R^ and (r, a) = ix((j)), 0). (i) Prove that the length of the arc of the lemniscate determined by x = x(0) is given by / dtv = / dt J A Vcos 2a! Jo ^/\ — t'^ Hint: Substitute cos 2a! = t-^.
Exercises for Chapter 7: Integration over Manifolds 679 Exercise 3.44 or 4.34.(iii) now implies the following. If x and y are chosen positive and sufficiently close to 0, then the sum of the lengths of the arcs determined by X and y equals the length of the arc determined hy a{x,y), in the notation of the latter exercise. It is a remarkable fact that a{x, y) can be constructed from x and y by means of ruler and compasses. Let Y be the length of the arc determined by 1, that is — =/ da = / dt =—r=r{-) , 2 Jo Vcos2a! Jo Vl -1* 4^2^ ^4/ see Exercise 6.50.(vi). Then the length of the lemniscate equals lur. Note that ^ = fo r-— dt and that the length of the unit circle equals 2ii. (ii) Use the substitution cos 2a! = cos^ 0 to show that UT = V2 r , ^ d(l> = V2k(-^), J^ yi-isin2 0 ^V2^ where /•! 1 ■.d<p (0<k<l). Kik):= r ^0 Vl -Jfe^sin^^ K(k) is said to be Legendre'sform of the complete elliptic integral of the first kind with modulus k (compare with Example 7.4.1). Combination of parts (i) and (ii) now gives r(-y = 4^k(-^Y ^(-^ = 3.625609908221 ••• . In this calculation the following result is used, (iii) Verify that, in the notation of Exercise 6.69, 2\ In particular. _^( y^/(2n-l)(2n-3)---3-l A^\ 2^ ^^ 2n(2n-2)...4.2 ;; = -{1 + -jfe^ H r H k^ + •••). 2V 4 64 256 / v4/ V2 2 2> Moreover, deduce that K satisfies a hypergeometric differential equation.
680 Exercises for Chapter 7: Integration over Manifolds Exercise 7.6 (Elliptic integrals and Catalan's constant - sequel to Exercises 6.39 and 7.5). We employ the notation from Exercise 7.5. Prove by changing the order of integration that /" K{k)dk= (' -^d(p. Jo Jo sm (f) Now use the substitution <p = 2 arctanx to show, see Exercise 6.39.(iv), .1 /.I Jo Jo ^ Conclude that G = - A + y^ 1 n2n-l)i2n-3)---3-iy\ 4\ ^2n+l\ 2n{2n-2)---A-2 ))' neN Exercise 7.7. Define 0 : ] 0, 1 [ ^^ R^ by 0(0 = {cos2nt'^, sm2nt'^, 2nt'^). (i) Calculate the Euclidean length of the curve V = im(0). (ii) Prove that i/f : ] 0, 2:7rV2 [ ^^ R^ with i/f (0 = (cos -^, sin -^, -^), is the parametrization for V with the arc length as parameter. Exercise 7.8. Let K be the intersection of the solid cylinders {x € R^ | x^ +x| < 1} and {x € R^ | x^ + x| < 1} (compare with Example 6.5.2). Prove that area(9A:) = 16. Exercise 7.9. Let V = {x € R^ I ||x|| = 1}. Prove An I xfd2X = Y (2 = 1,2,3). Exercise 7.10. Let V C R^ be the triangle with vertices (1, 0, 0), (0, 1,0) and (0,0,1). Prove / xi dix = -\3. Jv 6 Exercise 7.11. Let V C RHe the graph of / : ] 0, 1 [ x ] -1, 1 [ ^^ R given by /(x) = x^ + X2. Prove / Xi d2X = Vo VZ. Jv 3
Exercises for Chapter 7: Integration over Manifolds 681 Exercise 7.12. Let a > 0. Consider that part of the cyhnder {x € R^ | x^ + x| = a^ } that Hes inside the cyhnder [x ^Vt? \ x^ + x^ = 2ax2} and inside the octant {x € R^ I Xi > 0, X2 > 0, X3 > 0}. Prove that its area equals 2a^. Exercise 7.13 (Girard's formula). A subset D c S^ is said to be a spherical diangle with angle a if D is bounded by two half great circles whose tangent vectors at a point of intersection include an angle a. These great circles are said to be the sides of D. (i) Prove that area(D) = 2a. A subset A C S^ is said to be a spherical triangle if A is the intersection of three spherical diangles that pairwise have a part of a side in common (compare with Exercise 5.27). Assume that the spherical diangles have angles ai, a.^ and 0:3, respectively. (ii) Show that area(A) = X^k/o ^i ~ ^• Exercise 7.14. Assume m > 0 and h > 0. Let V C R^ be that part of the conical surface {x € R^ I x| = m^(xf + X2)} that lies between the planes {x € R^ | X3 = 0} and {x € R^ \ x^ = h}. (i) Show that the Euclidean area of V in R^ equals n^^/m^ + 1. Next, consider the surface V C R^ that is formed when one straight line segment lying on V is removed from the conical surface V. Then unroll this surface V into a plane without stretching, shrinking or tearing it; thus is obtained a circular sector inR2. (ii) Calculate the Euclidean area of this circular sector in R^. Let IV be a plane in R^ with the following two properties: W is parallel to a tangent plane (at (0, l,m), for example) to the conical surface V, and W goes through (0,0, h), the center of the top circle of V. (iii) Prove that the length of the conic V n IV equals .1 m J-I + (m2+ l)t^dt. Exercise 7.15 (Viviani's solid). This is the set L C R^ formed as the intersection of the unit ball in R^ and a solid cylinder, more precisely L = {x€R^|||x||< ^2 _l_ y.2 "1 "I"-^2 1, x^ + x| < xi}. Then 9L = Vi U V2, with Vi = {x€R3 I ||x|| = l,x2+x|<xi}, V2 = {x€R3| ||x|| < l,x2 + x| = x,}.
682 Exercises for Chapter 7: Integration over Manifolds Illustration for Exercise 7.15: Viviani's solid (i) Verify that Vi n V2 = im(0), where 0 : ] —n, ;7r [ —> R^ is defined by (j){a) = (cos^a, cos a sin a, sin a) (—n <a < n). (ii) Prove that the restriction of 0 to ] —tt, 0 [ and to ] 0, ;7r [, respectively, are C° embeddings. (iii) Show that the length of Vi n V2 equals the following complete elliptic integral of the second kind: ^^/v 1 — J sin^ a da. (iv) Demonstrate that the orthogonal projection of Vi onto the plane {x € R^ X3 = 0} equals the set D x {0} C R^ with TT TT = {r(cosa!, sina) € R | —— <«<—-, 0<r< cosa }. Verify L = {iy, X3) eR'lyeD, \xs\ < /T^JyT}. (v) Calculate vol3(L) = Jtt - ^. Hint: /g- sin ada = ^. (vi) Prove that the area of Vi equals 2tt —4 (see Example 7.4.10).
Exercises for Chapter 7: Integration over Manifolds 683 (vii) Demonstrate that the area of V2 equals 4. The area of the boundary of'Wviani's soHd thus equals that of the half unit sphere. Exercise 7.16. Let the notation be that of Example 7.4.8. Prove, for all 1 < y < 3 and X € R-^ \ i4. (j>Aj{x) = -^ [ ^,, ^ ..d2y = 4n Ja R\\x-y\\ 1 1 R' X j J 3\\xV ' \\x\\ < R; lUII > R. Verify that (J)aj can be continuously continued over A. Hint: Show if J' yWdiy = ^ ^Ri\\xf + 3R^), 3 \\x\\ \\x\\ < R; lUII > R. Then note that ^ ||x — yll = f^rrfr according to Example 2.4.8, and conclude that 2 47TRjA\\y-x\\ -3^;, ||x|| < R; ^(r^-l), \M\>R- x\\ \3\\x\\^ / XiR/ R^ Background. In the theory of dielectrics from electromagnetism one encounters the potential of a charged sphere where the charge density is proportional to ^ = sin 0, varying from +1 at the north pole to —1 at the south pole. Exercise 7.17 (Unrolling a cone - needed for Exercise 7.18). Let / = ] 0, / [ and let y : / —> R^ be a C' mapping. Assume that y{s) and y'{s) are linearly independent, for all 5 € /. Next define ()!):D:=/x]0, 1[^^R^ by (j){s,t) = ty^s), and consider the cone C = im(0) in R^ determined by y. (i) Show that 0 : D —> R^ is a C ^ immersion. (ii) From now on assume 0 to be an C' embedding, which implies that C is a C' manifold. Then prove that area(C) = j// Wyis) x y'(s)\\ds. Introduce the angle function a : / —> Rbya!(5) = /J u (Jl\\2 do. By shrinking / if necessary, we may arrange that«(/) <7t. Furthermore, define T:D^ V:=R+x]-;r,;r[ by Tisj) = {t\\yis)\\, ais)).
684 Exercises for Chapter 7: Integration over Manifolds (iii) Prove that the angle function is monotonically increasing and denote by ^ its inverse. Deduce that T is a C' diffeomorphism onto its image {(r, a) € V \ 0 < a < «(/), 0 < r < r{a) }, where we write r{a) = \\y o ;6(a!)||. Define 4' : V —> t/ with ^(r, a) = r(cosa, sina) as in Example 3.1.1 and show that V := <if o r o (j)-^ : C ^ u(C) C U with v{ty(s)) = t\\y(s)\\ (cosa!(5), sina!(5)) is a bijection that maps a ruling on C to a line segment in R^ of the same length that issues from the origin. (iv) On the strength of Example 6.6.4 verify area(C) = area(u(C)) = - / r{af da. In other words, v is an unrolling of the cone C C R^ onto v (C) C R^ without distortion of area. Exercise 7.18 (Area of tangent cluster is area of tangent sweep - sequel to Exercise 7.17). Let J = ] 0, / [, and let / € C(J) be given. Suppose that y : J ^^ R^ is a C^ parametrization by arc length of the curve 'vca.{y) and define, for c € R, 0c : D := {(5,0 e R^ I 5 € J, 0 < f < f{s)} -^ R^ by ^c{s,t)=cy{s) + ty'{s). We refer to the conical surface C := im(0o) C R^ as the towgewf ctoter determined by y and /, and to the surface S := im(0i) C R^ as the corresponding tangent sweep. Note that the difference between C and S corresponds precisely to that between tangent vectors and geometric tangent vectors. Denote by k: (5) = ||y"(5)|| the curvature of im()/) at y{s) as in Definition 5.8.1 and assume that k: (5) > 0, for all 5 € J. (i) Show that 0c : D —> R^ is a C^ immersion. (ii) From now on suppose that 0o and 0i are embeddings. Prove (compare with Exercise 7.17.(ii)) area(C) = area(S) = - / f{sfK{s)ds. = \jjisf.i (iii) Verify that the angle function a from Exercise 7.17 equals a {s) = f^ ic(a)da in this case. And using part (iv) from that exercise show area (S) = area(C) = area (u(C)), where v is the unrolling of C into R^.
Exercises for Chapter 7: Integration over Manifolds 685 Exercise 7.19 (Pseudosphere and non-Euclidean geometry - sequel to Exercise 5.51). Consider the tractrix and the pseudosphere from Exercise 5.51. (i) Prove that the length of the part of the tractrix lying between (x, ±/(x)) and (1,0) equals log {\), for all x € ] 0, 1 ]. (ii) Conclude that the tractrix does not have finite length. (iii) Calculate the area of the pseudosphere. Why does your answer not surprise? Let V+ be the upper half of the pseudosphere. (iv) Verify that we obtain a parametrization of an open part of V+ by means of 0 : ] —n, ;7r [ X [ 1, oo [ —> R^ satisfying ~ /cosM sinM r- 'Jv'^ ~ 1\ (j){u,v) = \ , , log(i; +V^^ - 1) )• \ V V ^ / Hint: Setx = ^ in Exercise 5.51.(i) and rotate. (v) Assume M and n : / —> Rare two C'functions ofrange such that y : / —> V+ is a well-defined C' curve if y(f) = (j){u(t), v(t)). Verify that the length of y is given by (assuming convergence of the integral) f -^Vu'(tr + v'(t)^dt. JI vit) Background. The properties (iv) and (v) imply that this open part of V+ can in fact be regarded as subset of the upper half-plane ^ = {x €R^|x2>0}~{z€C|Imz>0}. Here J{ is endowed with the metric, that is, the concept of distance, which assigns to a C' curve y : I ^ M the length The set M with this metric is a standard model of a non-Euclidean geometry (more precisely, a two-dimensional one, of constant curvature —1). (vi) Verify that, with respect to this metric, the arcs in M of concentric circles centered on the Xi-axis that lie within a (Euclidean) fixed angle from the center are all of the same length. This makes it plausible that in this geometry these arcs play the role of parallel line segments. We shall now prove this. Define J : ^ —> C by J(z) = 1/z. (vii) Prove that J : M ^ M, and that J is an involution, that is, J^ = I. Verify that J is an isometry or a metric-preserving mapping of J{ into itself, that is, L(y) = L(Jy), for every C' curve y : I ^ M.
686 Exercises for Chapter 7: Integration over Manifolds A straight line in R^ is the set of fixed points of the reflection in that straight line; consequently, straight lines in R^ are one-dimensional sets of fixed points of nontrivial involutive isometries of R^. We now define straight lines in J{ to be those one-dimensional submanifolds that occur as sets of fixed points of nontrivial involutive isometries of J{. (viii) Deduce from part (vii) that the segment in J{ of the unit circle in R^ about 0 is a straight line in J{. Verify that the mappings M ^ M, with ta{z) = z + a for fl € R, and dr{z) = rz for r > 0, are isometries of J{. Conclude that the segment in J{ of the circle in R^ about (a, 0) of radius r is a straight line in J{ (consider the involutive isometry tad,Jd^^t^^). Background. The semicircles in J{ associated with circles in R^ centered on the xi-axis are therefore straight lines in this geometry on J{. It is now obvious that Euclid's parallel postulate is violated in J{; indeed, given a point in J{ and a straight line in J{ which does not contain that point, there exist many straight lines in J{ that contain the given point but do not intersect the given straight line (and are therefore "parallel" to it). Exercise 7.20 (Identity by spherical coordinates). Suppose / € C'(R") has compact support. (i) Show (see Exercise 7.21 forhyperarea„_i(S""')) ■" ' hyperarea„_i(S''-0/r" Ilyll" Hint: We have/(x) =—/g f'{x— roi)dr = J^ (gj:ad f(x — rM),M) dr, for every m € S"^^. Next integrate this equality over m € S"^^ and change from spherical to rectangular coordinates in R" (see Example 7.4.12). (ii) Deduce '•'' "-hyperarea„_,(S"-OyR" llyll"-' Exercise 7.21 (Spherical coordinates in R" and hyperarea of (n — l)-sphere - sequel to Exercises 3.18 and 6.50 - needed for Exercises 7.22, 7.23, 7.24, 7.25, 7.26, 7.28, 7.29, 7.30 and 7.53). Consider the (n - l)-dimensional unit sphere S"-' = {x € R" I Ikll = 1} and the w-dimensional unit ball B" = [x € R" \ lkll<l}. (i) Prove that Formula (7.26) is also valid for / : R" ^^ R with f(x) = e-"^"'.
Exercises for Chapter 7: Integration over Manifolds 687 (ii) Prove hyperarea„_,(S" ) 2:7r2 {n € N). Hint: Calculate J^„ e H*"" dx by the use of Cartesian coordinates and Example 6.10.8, and then also by part (i). Subsequently apply Exercise 6.50.(i). (iii) Verify that (ii) is consistent with Example 7.4.11. (iv) Proven vol,, (5") = hyperarea„_i(S""'), forw € N. Hint: A ball is a union of concentric spheres. (v) Calculate vol,,(5"), and verify that the answer is consistent with that found in Exercise 6.50.(viii). (vi) Prove d — vol,, {B"{r)) = — ""'' r" = ^^. dr "^ ^ ^^ drT{}^ + \) r(f) -r"-'=hyperarea„_i(S"-'(r)) Here B" (r) and S" ^ (r) are the ball and the sphere, respectively, in R" about the origin and of radius r. (vii) Verify that Exercise 3.18.(iv) implies that the mapping 0: ] -;r,;r[ X ] - |, | ['"'^ S""'\ {x € R" | xi < 0, X2 = 0} is a C°° embedding, if / a \ <t> \ ^"-2 / / COS a cos 6i cos ^2 * * • cos 0„_3 COS 0„_2 \ sin a cos 6i cos ^2 * * • cos 0„_3 cos 0„_2 sin 6i cos ^2 * * • cos 0„_3 cos 0„_2 sm6'„_3 cos6'„_2 sin0„_2 / (viii) Use the hint from part (ii) and Exercise 3.18.(iii) to conclude that M^ia, 6*1, ..., e„^2) = cos6*1 cos^92-■• cos" ^0„_2 Further, verify that by means of Exercise 6.50.(iii) one obtains hyperarea„_, (S'-') = 2;r F (-) f] 11-2 T-.// + l_^ 2/ ^JrAy j=l
688 Exercises for Chapter 7: Integration over Manifolds The result from part (viii) can be generalized as follows. Set S'^' = {}' € R'| | \\y\\ = 1}. By analogy with Exercise 6.50 we then define the generalized Beta function B : R^J. ^^ R by B(pi, ..., p„) := r(pi + --- + pn)' (ix) Prove that we now have the following generalization of the formulae from Exercise 6.50.(iii) and Exercise 6.64.(iii) (see also Example 7.4.10), for p € r;: 'Pi +1 p„ + l- 2n-ypt"+'^i<j<«Pjy Consider this formula in the particular case that pi = • • ■ = p„ = 0, and verify that the result is consistent with that from part (ii). Hint: Imitate the technique from part (ii), or use part (viii). (x) Suppose that pj € 2No, for 1 < j < n. Deduce that the average of the monomial function 3' i-> yi' = Ok/oi)'/^ overS""' satisfies, in the notation of Exercise 6.50.(vii) and with (—1)!! = 1, / hyperarea„_,(S"-')yy.-.-' "" ''' no</<!£!(«+2/) yi'dn-iy = _-'- ^—-—- € Q. Prove this equality also by application of the technique from part (ii) to the function x i-> x''e""^" on R". (xi) Using spherical coordinates and part (iv), prove the following identity, which also is a direct consequence of part (x) and Exercise 6.65.(vi) „(5")A" hyperarea„_i(S''-') A"-' _n + \p\ vol Exercise 7.22 (Pizzetti's formula - sequel to Exercises 2.52, 6.66 and 7.21). Suppose / € C°°(R") is equal to its MacLaurin series. Verify for r € R+ and yeS"-^' f(ry) =Y^r'Y^ ^D"fiO), (teNo \p\=k P-
Exercises for Chapter 7: Integration over Manifolds 689 where p € Ng. Using Exercise 7.21.(x) and the Multinomial Theorem from Exercise 2.52.(ii) prove Pizzetti's formula for the spherical mean of / over the sphere of center 0 and radius r 1 r f(ry)d„_iy a„-i(S''-0 A«- hyperarea,, y^ r^'' y^ D^i'fjO) ~ ^ 2k nn</^t(« + 2/) ^ p! = y" ^ aV(o) AV(0) /r^^k /n\fr-sJ^^V^'^- , Here A denotes the Laplace operator and J" _i the Bessel function of order | — 1 as in Exercise 6.66. Furthermore, the last equality is obtained by a formal substitution in the power series for the Bessel function from part (ix) of the latter exercise. See Exercise 7.54 for a different proof. Exercise 7.23 (Sequel to Exercises 6.50 and 7.21). Prove (compare with Exercise 6.99.(iii)) -^dx = - hyperarea,, (S"). /. R" (1 + ||x|p)-i- Hint: Substitute spherical coordinates first, and subsequently r = tan^S. More generally, prove by means of Exercises 6.50.(iv) and 7.21.(ii) L 1 , a rip-".) n. , „ ■dx=ni —^^ — (p > -). 'r„(1 + ||x|P)p Tip) ^P l' Exercise 7.24 (Sequel to Exercises 6.50 and 7.21). Using Exercise 6.50.(iv) and Legendre's duplication formula from Exercise 6.50.(vi), show I /"(f2 + (l + ||x||Y)-("+'^rff^x = ^ (n€N).
690 Exercises for Chapter 7: Integration over Manifolds Exercise 7.25 (Sequel to Exercise 7.21). Let B" c R" be the unit ball and let ^n-i ^ ^n i^g j-jjg jjjjjj. spjiej-g jn physics the moment of inertia Ii of B" about the Xj-axis is defined by /,■ = / V" xjdx (1 < i < n). (i) Show that /,■ is in fact independent of i. (ii) Using Exercise 7.21.(iv) prove, for I < i <n, ^' = -7^hyperarea„_i(S"-^) = ^vol„(5"). n{n + 2) w + 2 Hint: One has T^ T^ x? = (« — 1) T^ x^. 1 </<n l<j<n, j^i 1 <i<n Exercise 7.26 (Generalized Beta function and standard (« — 1 )-simplex - sequel to Exercises 6.64 and 7.21 - needed for Exercise 7.52). Prove, for p € R'|, = B(pi, ...,p„) = r(i:is;5«Pj)' Hint: Substitute y„_i = (1 — X!i</<n-2 ^j) ^ ^"^ ^^^ innermost integral, and apply mathematical induction over w € N. Alternatively, apply Dirichlet's formula from Exercise 6.64 to the two outermost integrals, and proceed by induction in this case also. A third possibility is to apply Exercise 3.19. The standard (n — \)-simplex S""^ in R" is defined by S"-' = {y € R" I J2 yj = l, yj > 0 for 1 < ;• < « }. Prove, for p € R^, / P7 yj'^^^i-i}'= \/«B(pi,...,p„). In particular, therefore, hyperarea„_i(S" ) = «-K Vn (n - 1)!
Exercises for Chapter 7: Integration over Manifolds 691 Exercise 7.27 (Simplex coordinates in R" - sequel to Exercise 3.19 - needed for Exercises 7.28 and 7.38). The standard (n - I)-simplex S""Mn R" is defined by S"-^ = {x € R" I Yl ^J = ^' ^J ^ 0 for 1 < y < « }. i<y<n Let (j) : D —> S""\ with D C R""' open, be a C^ parametrization of an open part of S""^ with neghgible complement (see part (vi) for explicit formulae). (i) Verify that the mapping 4' : R+ x D —> R'| given by 4'(c, y) = c(j)(y) is sl C' diffeomorphism on an open dense subset in R^. To verify the injectivity of 4', use {(piy), (1,..., 1)) = 1. Show that |detDvI/(c,30l =c"-'|det(D0(>-) | <t>iy))\. (ii) Define e = -^(1,..., 1) € R". Demonstrate (*) {<t>iy),e) = -^, {Dj<t>iy),e)=0 (y€D,l<j<n). Conclude that e is a unit vector in R" that is orthogonal to S""' at every point of S""^ Verify that the vectors e and Dj<p(y), for 1 < j < n, together form a basis for R"; and prove by means of (•) that there exist numbers cj € R, for 1 < y < «, with \ln (iii) Now prove by means of parts (i) and (ii) 1 detDvI/(c,30l = ^c"-'ftj4>-), 'n where oi is the Euclidean {n — l)-dimensional density on S" '. Conclude, for/€ C^(R:|.),that \ f{x)dx =-^f c"-' f f{cy)d„_,ydc = -^f f c"-'f{cy)dcd„_,y. (iv) Verify that the formula from part (iii) also applies to the function f{x) = e"^i<;<n *V^ forx € R'\.. Conclude that the formula for hyperarea„_j(S""^) from Exercise 7.26 follows immediately.
692 Exercises for Chapter 7: Integration over Manifolds (v) Verify that S^ C R^ is congruent with a regular triangle in R^ having edges of length Vz. Give a geometrical proof of 11 1 areafS^) = V6 • V2 = -VS. 2 2 2 Likewise, verify that S^ C R'' is congruent with a regular tetrahedron in R^ having edges of length vz. Give a geometrical proof of 1111 vol(S') = ---Vl2--V3 = -. 3 3 2 3 Finally, we prove the existence of an embedding 0 as above, (vi) Verify that Exercise 3.19.(i) implies that the mapping 0: ]0,1["-^^{>'€R:[| ^ >'; = 1} \SjSn is a C°° embedding, if we define 0 {y) as {yiyiy^ •••yn-i, (l-yOyzya •••>'«-i, ••• , (1->'„-2)>'h-i, (l-y,,-!)). Prove, by part (ii) and Exercise 3.19.(iii), o^^fiy) = ^y2yl--- 3Cf iy ^ ] o, i {"-'). Exercise 7.28 (Feynman's formulae - sequel to Exercises 6.50, 7.21 and 7.27). sfine Sr' ■' (i) Prove Define S" ' as in Exercise 7.21. Let a € R+. Hint: One has / e^"'""' dxj = — (1 < /■ < n). use Formula (7.26) and properties of the Gamma function from Exercise 6.50. (ii) Now show, for p € R^J., f ni<j<„>';' _ B(pi, p2, ..■,Pn) where B stands for the generalized Beta function from Exercise 7.21. Hint: One has f .-y-v;^;^-'rfx, = ^ il<j<n).
Exercises for Chapter 7: Integration over Manifolds 693 Next let S""^ be as in Exercise 7.27. (iii) Verify, for p € R'|, ni<;<« y'j' , r- B(pi, P2,...,Pn) Js'-' (a, y)^'<J<"Pj Hint: See Exercise 7.27.(iii). Background. In quantum electrodynamics the Feynman formulae above are important tools in making calculations concerning Feynman diagrams. Exercise 7.29 (Sequel to Exercise 7.21 - needed for Exercise 730). Let S" C R"+^ be the unit sphere, let / in C(R) be continuous and let x € R""^'. One then has the following, known as Poisson's formula: f fi{x, y)) d„y = hyperarea„_,(S"-^) j fi\\x\\t) (1 - t^)i-' dt. Hint: The expression on the left-hand side is independent of the direction of X € R""^^; therefore choose x = (0,..., 0, ||Ji:||). Now use Exercise 7.21.(viii). Exercise 7.30 (Fourier transform of radial function and Hankel's formula - sequel to Exercises 0.8, 6.51, 6.66, 6.99, 6.102, 7.21 and 7.29 - needed for Exercises 7.31 and 8.20). Assume that / € -^(R") has the property that there exists a function /q € -^(R) with f{x) = /o(||x||), for all x € R". (i) Make use of spherical coordinates x = ry, where r € R4. and y € S""\ to prove m= f Mr)r"-' f e-'^^y-^Un-iydr (f € R"). (ii) Using Exercise 7.29, show that f{^)=l /o(r)r"-'hyperarea„_2(S"-^) /" e-""*!" (1 - f^)'^ rff rfr. (iii) Use Exercises 7.21.(ii) and 6.66 to prove that Mf^-'m = i2n)i f r'ifoir)Ja_iiM\\r)dr (f € R").
694 Exercises for Chapter 7: Integration over Manifolds (iv) Conclude that / € -^(R") also is a radial function, (v) Demonstrate, by means of Example 6.11.4, that part (iii) implies p"e-iP'= rie^i^Jn._i(r)dr (p € R+). Prove that one obtains in particular, using Exercise 6.66.(x) and (v), for p € R, 17T 12 / 1 "^ '—e-iP = I e^^'" cos(pr) dr. —pe^2p = j re^^'' sm(pr)dr. See also Exercise 6.83. (vi) Prove by the Fourier Inversion Theorem, for x € R", \M\i-'fix)=f pJ|_,(||x||p) f rifoir)J,_,ipr)drdp. JR.,. JR.,. Use Exercise 6.66.(x) to prove that, in the case n = \, this formula takes the following form: f(x)=- cos(xf) / cosier) f(r)drd^ (x € R). ^ JR+ JR+ Now also prove the latter directly from the Fourier Inversion Theorem. In what follows we write x instead of ||x|| and A. instead of | — 1; and, finally g(x) = \\x\\i-'fo(\\x\\). (vii) Now verify that, using (vi), one obtains Hankel's formula, known from Exercise 6.102, 8ix)= \ / gir)J^irp)rdr J^ixp)pdp (x > 0). Background. Here we have proved Hankel's formula for A. € { —^, 0, |, 1,...}. Actually, the formula is valid for all A. > — j and suitably chosen functions g on R4-, as was shown in Exercise 6.102. (viii) Combining part (iii) and Exercise 6.99.(ii), prove the following, known as Gegenbauer's formula: 2tr(^) fpl-' V^ (f2 + p2)^ In particular (compare with Exercise 0.8), JRj e-"-r-2j:i_^{pr)dr = "J ../ \.^ (f > 0, p > 0). / e "'cos prdr = — -, / re "'Jo(pr)dr = r- Jr.,. t^ + p^ U, it^ + p^)2
Exercises for Chapter 7: Integration over Manifolds 695 (ix) Using Exercise 6.66.(vi), show r ds\ A J c4^ V 2/ Deduce, for ^ € N with k—k> — j. _y T ^ r / ^ds ^ ^ 5 ~2~ Apply this identity with A. = | — 1 and ^ = A. + j, or ^ = A., if « is odd or even, respectively. Using furthermore Exercise 6.66.(x), prove 1 2\S^/ 2 \hd- ^ (VI)^-' ' (—y (-r) MVsr), weven. Now deduce from part (iii), that /(f) equals, for f € R", i-\)'^2"n'^(— ) ' / /o(r)cos(v^r)^r, «odd; ^ds ^iijip/ A^ even. Conversely, knowing the values of the integrals in part (viii), we can obtain the identity in Exercise 6.99.(ii) by means of the formula above. Exercise 7.31 (Sequel to Exercises 6.62, 6.86 and 7.30). For 0 < 5 < «, define 2^11 ■ ir* /, : t/:= R" \ {0} ^ R by f,= Then we have the following claim: r(^) /, = (2;r)^/-„_,. (i) Verify that /, is a well-defined function, use Exercise 7.30.(iv) to show that fs is radial, and prove it to be of degree of homogeneity s —n. Deduce there exists a constant c{n, 5) € C such that /s(f) = c{n, s)\\^Y^'\ for ^ € U. Next use the Parseval-Plancherel identity from Exercise 6.86.(iv) to evaluate /^„/,(x)e-2ll-»ll-^xand prove the claim.
696 Exercises for Chapter 7: Integration over Manifolds (ii) Suppose n = \ and recall the functional equation for the zeta function from Exercise 6.62 or 6.89. Show that g^ : f/ —> R defined by gs = -TT satisfies g, = y/2ji gi_, (0 < s < 1). Exercise 7.32. Assume, for i = 1,2, that Vi are compact C* submanifolds in R"' of dimension dj, where rf,- < «,-. (i) Prove that V := Vi x V2 is a compact C* submanifold in R"' +"2 of dimension d := di+ d2. Let / : V —> R be a continuous function. (ii) Prove that xi i-> f f(xi, X2) dii^X2, for xi € Vi, defines a continuous function on Vi, and that / f(x)ddX= I I f(Xi,X2)dj^X2dd^Xi. Jv Jv, Jvi In particular, verify that volj(V) = vol^, (Vi) vol^, (V2). Define the n-dimensional torus T" in R^" by T" = {x € R^" | ^l^t-i ~^ ^2k ~ 1 il<k<n)}. (iii) Verify that T" is a compact C°° submanifold in R^" of dimension n, and calculate the Euclidean w-dimensional volume of T". Exercise 7.33. (See Exercise 8.27.) Let V be a C' submanifold in R^ of dimension d. Let p : V —> R be a continuous function. In electrostatics one defines the field determined by the charge density p on V as the mapping £ : R^ \ V —> R^ with EiM = ^ f „''' ~ ^^3 Piy) ddy (!</<«). An Jv \\x-yr (i) Let V be the plane xi = 0 in R^ and let p = 1 on V. Prove E{x) = :^(sgnxi, 0, 0), for x ^ V, and conclude that the field is perpendicular to V and of constant magnitude j. >3 (ii) Let V be the xs-axis in R and let p = 1 on V. Prove 1 lTl{x\Jrxi) ^(•^) = ^_/..2 2T (-^1' -^2' ^) (-^ ^ ^^^ and conclude that, with cylindrical symmetry about V, the field is perpendicular to V, and of magnitude equal to the reciprocal of 2ii times the distance fromx to V. Hint: Use a substitution of the form u = tan v.
Exercises for Chapter 7: Integration over Manifolds 697 Now assume that V is compact, and define (compare with Example 7.4.8 and Exercise 8.28.(iv)) Xh& potential of V with density p as the function 0 : R^ \ V —> R with (t>{x) = — I -day. An Jv \\x - y\\ (iii) Use the Differentiation Theorem 2.10.4 to prove E = — grad 0. Exercise 7.34. Let / € Cc(R") be a C* function, for^ € N, and define /, = /*i/f,, for f > 0, similarly as in Formula (7.55). For each a € Ng with \a\ ■<k, prove that the functions D" f converge uniformly in R" to D" f, as t | 0. Exercise 7.35 (Hyperarea as derivative of volume - sequel to Exercise 5.11). Assume V C R" to be a C^ hypersurface. According to Exercise 5.11.(iii) there exist for every x € V a number ^ > 0, an open set D C R""\ a C^ embedding 0 : D —> R" with im(0) C V, and an open neighborhood U(x) of x in R", such that %:]-S,S[xD^ U(x) with %(s, y) = 4,(y) + s vi4>(y)), is a C' diffeomorphism (see Sequel to Example 5.3.11); here v((j)(y)) is as in Formula (7.37). (i) Assume that V is compact. Then prove that there exists a number t > 0 such that "^ ■.]-t,t[ X V ^ V, with '^(s,x) =x+ sv(x), is a C^ diffeomorphism onto an open neighborhood V, of V in R". Prove Vr = [z €R" I there exists x € V with ||x - z|| < t], that is, the open tubular neighborhood V, of V of radius t equals the open neighborhood of V consisting of the points whose distance to V is less than t. Let /■ : V —> R be continuous. Then define a continuation f : V, —> R of / to V, by ■ fix + sv(x)) = f(x) (x€V, \s\<t). (ii) Prove that / is well-defined on Vr and continuous.
698 Exercises for Chapter 7: Integration over Manifolds (iii) Using that | det D^^(0, y)\ = co^iy) show ^tA / /W^-^= / fi-x)d„-ix, ^"■'^\t=aJv, Jv whence 1 d I tTT: vol„(Vr) =hyperarea„_i(V). Background. The results above explain the formula from Exercise 7.21.(vi). Exercise 7.36 (Integration over tubular neighborhood of level hypersurface - needed for Exercises 7.37, 7.38 and 7.39). Let Uq C R" be an open subset, and let g € C*(f/o), for ^ € N. Assume that x° € f/o and g(x°) = c° (that is, x° € N(c°) = {x € Uq \ g(x) = c°}), and assume g to be a submersion at x°. Finally, let / € C(Uq). We now prove that there exist a number y > 0 and an open neighborhood U of x° in Uq such that /f(x)dx= I I 7z—d„_ix dc. .iec/o||g(A-)-c°i<}'}nc/ Jc°-Y yA^wnc/ II gradg(x)|| Heuristic argument: Let x € N(c) be fixed for the moment, and assume that grad g(x) points in the direction of the x„-axis. Then T-^Nic) is spanned by the set of standard basis vectors ej € R", with 1 < y < «. If g(x + dx) = c + dc, then c + dc = gix) + {gradgix), dx}-\ = c+ \\ gradgix)\\ dx„ -\ , and therefore dc dc = \\ grad g(x)\\dx„, that is, dx„ = I grad g{x) Indicating a point in N{c) by x, we obtain from the identity dx = dxi-- ■ dx„ = (dxi ■ ■ ■ dx„_i) dXn the equality dx = d„-ixdx„ = —— dn-\x dc. Ilgradg(5)|| The following observation is an additional argument to show that the formula above must contain the reciprocal of || grad g(x) ||. If || grad g(x)\\ is large, the volume of a rectangular domain between the level hypersurfaces A^ (c) and N(c + dc) is small. But this volume can be calculated by multiplication ofd„_iX, the hyperarea (which has a normal value) of the basis, and .. ^^f^ f^u, the height (which is small). (i) Prove by the Submersion Theorem 4.5.2.(iv) that we have an open neighborhood U of x° in f/o and a C* diffeomorphism 4' : V —> f/ of open sets in R" such that (*) (go4')(xi,...,x„_i, c) = c.
Exercises for Chapter 7: Integration over Manifolds 699 With the notation •^ = (.^1,. ■., Ji^n-i) € R , V((x°)'; v) = {x'€ R"-' I \\x' - ix°y\\ < 7?}, and the Remark at the end of the proof of the Submersion Theorem one has, for suitably chosen numbers t] and y > 0, V = {y=(x\c ) € R"-^ X R I x' € V((x°)'; ??), \c - c°\ < y }, U = {x = (x', Xn) € R"-' X R I x' € V((x°)'; r)), \g{x) - c°| < y }. (ii) Assume \c - c°\ < y. Verify that V((x°)'; rf) B x' \-^ *c(-^') := *(-^', c) is a parametrization of N(c) Pi U; that is, N(c) nU = imC^/^). (iii) Write x = ^(y), for y € V. Conclude by the chain rule that (•) implies Dg(x)D^(y) = (0,..., 0,1). Use this to prove that there exist numbers Cj € R such that, for 1 < y < n, gradg(x)_LD^vI/(y); ^"*(^> = llgradgWIP ^'''^(^> + ,IJ„'^^■^^■*(^>- (iv) Conclude that the vectors gradg(x) and (Di^' x- ■ -x D„_i^)(y) are linearly dependent in R", and that therefore IdetD^/Cj)! 1 |gradg(x)|p 1 lgradg(x) 1 llgradg(x) (v) Derive from parts (ii) - (iv) |det(DiVl/(>-) .-. D„-i^(y) gradg(x))| -|((DiVl/ X ■■• X A,-i*)(>'), gradg(x))| ■||(DiVl/x-..xD„_iVl/)(y)||. I det Dvl/(x', c)| = ^''j'''] {(x', c) € V). ||gradg(4'(x',c))||
700 Exercises for Chapter 7: Integration over Manifolds Now prove by the Change of Variables Theorem 6.6.1 and Corollary 6.4.3 f fix)dx = f if o\if)ix\c)\detD<ifix',c)\dx' dc Ju Jv L-y M.vOy;,)'' ''||gradg(vl/,(x'))|| c°+y r fix) Jc°-y J^ Y JNic] llgradg(x) dn-{x dc. The inner integral is said to be the (« — l)-dimensional integral of / over the level I —I hypersurface N(c)nU with respect to |^|, the GeVfand—Leray density associated with g on N{c). One therefore has / f(x)dx= / / f(T) Ju Jc°-y JN(c)nU dx 'dg (x) dx dc. The result above is a local one. In order to arrive at global assertions we now assume the following: N(c°) is compact and g is a submersion at every point of Nic°). (vi) Prove that there exists a y > 0 such that, for every c € R with |c — c°| < y, the set N(c) is compact and g is a submersion at every point of N(c). (vii) Use a partition of unity to prove that, for every c € R with |c — c°| < y, dx / , Jn(c) f&) dg (x) dx. the (n — l)-dimensional integral of / over N(c) with respect to the density 7^ on N(c), is well-defined and is a continuous function of c. (viii) Prove //.c +y /. f(x)dx= / f(x) .xsUo\\g{x)-cO\<y} JcO-y Jn{c) dx 'dg (x) dx dc. (ix) Conclude that, for all c € R with |c — c°| < y, 54,0 2S lim — / f(x) dx = I f(x) ^ (x) dx. -O J{xeUo I |g(A-)-cOl<5 } " Jn(c) ' dx 'd'g
Exercises for Chapter 7: Integration over Manifolds 701 Exercise 7.37 (Sequel to Exercises 6.64 and 7.36). Using Exercise 7.36, we now give anotherproof of Exercise 6.64.(iv). That is, let A^ = {x € R^ | X1+X2 < 1}, assume pi, p2 € R4., and let /z : [0, 1 ] —> R be a continuous function. We then have the following, known as Dirichlet's formula: [ X^'-'x^'-'hix, +X2)dx = ^^P'^^^P^^ f xP^+>"--'h{x)dx. Ja^ r(pi + P2) Jo From this point onward the notation is that of Exercise 7.36. Verify the correctness of the following assertions. Defining g : R^ —> R by g(x) = xi + X2 one has, for all X € R2, that || gradg(x)|| = Vl, and A^ = {x € R^ | 0 < gix) < 1}. For 0 < c < 1 the following holds: N(c) n A^ = {x € R^ I Xi +X2 = c} = im(0c), where 0c : ]0, c[ —> R^ with (pdy) = iy,c — y). Consequently, co^^y) = ||^(j)||=V2, and therefore / II '^^^~m/'^= / f(y'C-y)dy. JN{c)nA'- II grad g(x) \\ Jq It therefore follows, with f(x) = xf" •^2^" ^(-^i + -^2), / xf'"^xf"^/2(xi+X2)^x =11 y'"-^ (c - y)!"--^ h(c) dy dc Ja^ Jo Jo = I h{c) cP'+'"--^ dc I t'"-^{\-t)>"--''dt. Jo Jo Exercise 7.38 (Sequel to Exercises 7.27 and 7.36). Using Exercise 7.36, we now give a different proof of the formula from Exercise 7.27.(iii). That is, for every / e C.(R'I), /" /(x)^x =-^l c"-' I ficy)d„_iydc JrI v« ^r+ ^e«-' = -^i f c"-\f(cy)dcdn-iy. Define g : R^ —> R by g(x) = xi + h x„, then ||gradg(x)||=V;;: (x€R'|), R'| = \J Nic). 0<c<oo For c > 0 we have Nic) = {x € R:^ I ^ x^- = c} = {ex € R'l I X € ;V(1)} = im(0,),
702 Exercises for Chapter 7: Integration over Manifolds with 0c : ] 0, 1 ["-' -^ R'l given by My) = cMy)- Note that e:=4=(l,...,l)isa unit vector in R" which at every point of N(c) is perpendicular to N(c), for all c > 0. Therefore we obtain, for y € ] 0, 1 ["~\ co^Ay) = d^iiDMy) I e) = c"-' det(D0i(>-) | e) = c"-'co^,iy), where m is the Euclidean (n — 1)-dimensional density on N(c). As a result f f{x)dx =11 ficMy)/' "^p^^^dydc JK'^ Jr.,. J]o,i["-^ V" = ^ f c"-' f f{cy)d,_,ydc. Exercise 7.39 (Intersection of hypercube - sequel to Exercises 6.109 and 7.36). Let g : R" —> R be defined by g(x) = ^i^j^„Xj, and let N(c) be the level hypersurface in R" for g determined by c € R. The intersection of the hypercube [ — J, J ]" with N(c) is a bounded subset S""' (c) of the hypercube, perpendicular to the diagonal in the direction (1,..., 1) 3"-'(c) = [-i,i]"f];v(c). As in Exercise 6.109 we write x for the characteristic function of the interval [ — J, J ] C R, and /„ : R —> R for the «-fold convolution of/ with itself. Finally we define the function x (8> • ■ • (8> x : R" —> R by X 0 ■ ■ • 0 X(x) = x(xi) ■ • ■ x(x„) (x € R"). (i) Calculate the (n — l)-dimensional integral of x (g> • ■ ■ (g> x over N(c) with respect to the density | j^ | on N(c), and conclude that the following formula holds for the (n — 1)-dimensional area of S"~' (c): hyperarea„_i (3"-\c)) = ^Xn{c) (c € R). We recall the result from Exercise 7.27.(iv) that hyperarea„_j(S"~^) = "^" ,. (ii) Now demonstrate, for c € R, hyperarea„_i(S""^(c)) = hyperarea„_,(S"-^) ^ (_iy(p(c + ^ - ;)"-'. 0<J<[c+|]
Exercises for Chapter 7: Integration over Manifolds 703 In particular, for c € R satisfying c + | € No, hyperarea„_i {3"-\c)) = hyperarea„_, (S"-^) /!(« - 1, c + ^), where the Euler numbers A(n, k) known from combinatorics, not to be confused with the Euler numbers E„ from Exercise 6.29, are given by Ain,k)= ^(-iyY" + ^V/:-;■)«. OSjSk \ J / (iii) Verify that 3^(0) C R^ is congruent with a regular hexagon (e^ = six) in R^ with edges of length j V2, and that S^(0) is the disjoint union of six regular triangles, all of them congruent with jS^- Likewise, verify that 3^(0) C R"* is congruent with a regular octahedron (oxtw = eight) in R^ with edges of length Vl. Exercise 7.40. Let S = {x € R^ I ||x|| = 1} and let / : R^ ^^ RHe defined by f(x) = (2xi, x|, x|). Prove that /, 8:?r {f,v)iy)d2y = —-. s J Exercise 7.41. Let S = {x € RM Ikll = 1} and let g : R^ ^^ R be defined by gi-x) = x^ + X2 + xs. Prove by Gauss' Divergence Theorem (compare with Exercise 7.9) / 8iy)d2y = —. Exercise 7.42. Consider the cylinder ^ = {x € R^ | x^+x| < 1, — 1 < X3 < 1 and / : R^ —> R^ with f(x) = (xix|, x^X2, X2). Prove / {f,v)iy)d2y = ^. Jdn Exercise 7.43. The mapping 4' : R^ —> R^ is given by ^(y) = ((3 + B siny2) cosyi, (3 + ys sin3)2) sinyi, ys cosy2). Furthermore, C = {y €R^ \0 <yi <7T, 0 <y2<27T,0<y3 <l}, D = {y €R^ \0 <yi < tt, 0 < y2 <27t, ys = I}. Finally, define the vector field / : R^ —> R^ by f(x) = (xs — xi, 2x2 + 2, X1X2).
704 Exercises for Chapter 7: Integration over Manifolds (i) Calculate the volume of 4'(C). (ii) Describe the boundary of 4'(C). (iii) Calculate f^,Q){f, v}(y)d2y, where v is the outer normal to ^(D) with respect to 4'(C). Exercise 7.44. Let ^ C R^ be the bounded open subset bounded by the unit sphere {x € R^ | ||x|| = 1}; the cylindrical surface {x € R^ | x^+| = 1}; the two horizontal planes {x € R^ | X3 = /z,-} (1 < z < 2), where —1 < hi < /?2 < 1- Thus the boundary 9^ is the union of a shell Si on the sphere, a shell S2 on the cylindrical surface, and two plane regions. We want to prove in two different ways that the areas of the shells Si and S2 are equal. (This result does not generalize to dimensions n ^3.) (i) Show this by applying Gauss' Divergence Theorem to the vector field / : R3 -^ R3 with /(•^) = (2/2' 2 1^ 2' Oj- (ii) Now give the proof by calculating the two areas. Exercise 7.45. Let Q. C R" be as in Theorem 7.6.1. (i) Prove in two different ways «vol„(^)= / {y, v(y))dn-\y. Verify that Formula (8.26) is a special case of the formula above. Hint: Assume 0 € ^ and let f/be an open neighborhood of y in R". Consider the solid cone with apex at 0 and base 9^ n f/. (ii) Prove n vol„(5") = hyperarea„_j(S""') (compare with Exercise 7.21.(iv)). Exercise 7.46 (Sequel to Exercise 2.32). Let / : R" —> R be positively homogeneous of degree rf € R, that is /(fx) = t^ fix), for all t € R4- and x € R". Using Exercise 2.32.(ii) prove / Afix)dx =d fiy)d„^iy. Deduce (compare with Exercise 7.21.(x)) yj d„_iy = Yol„iB") il<j<n). / Js"-i
Exercises for Chapter 7: Integration over Manifolds 705 Exercise 7.47 (Generalization of Example 7.9.4 - needed for Exercise 8.24). Let V be a bounded C' hypersurface in R" that occurs as an image under one parametrization. Assume that 0 ^ V, and that every half-line originating from 0 has at most one point in common with V, but is not tangent to V at that point. Let / : X i-> n. , ,x : R" \ {0} —> R" be the Newton vector field from Example 7.9.4. Prove X solid angle subtended by V from 0 (/, v)(y)d„_iy = ^ 1 . V total solid angle from 0 Hint: There exists an e > 0 such that ||x|| < e implies x ^ V. Consider ^ = { Ax I X € V and -—- < A < 1}, Ik II and note that this determines an orientation of V, while fg^if, v) (y) d„^iy = 0. Exercise 7.48. Let g € C^(R") and assume ^ = {x € R" I gix) <0}^&; 9^ = {x € R" I g(x) = 0}; Q is bounded; || gradg(x)|| = 1 (x € dQ). (i) Prove the following: 9^ is a compact C' submanifold in R" of dimension w — 1; ^ is Jordan measurable and vol„(^) > 0; ^ lies at one side of 9^. (ii) Show that hyperarea„_, (9^) = f^ Ag(x) dx. Exercise 7.49. Let B(R) and S(R) be the open ball and the sphere, respectively, in R" about 0 and of radius R, and let / : B(R) —> R be a differentiable function such that / and Djf, for I < j < n, can be extended to continuous functions on BiR). Prove f iDf(x)x + nf(x))dx = R f f(y)dn-iy. Jb(R) Js(,r) Exercise 7.50. Let Q C R" be as in Theorem 7.6.1, let / € C^(R") and let grad / = 0 on 9^. Prove that fiAf)Hx)dx=f J2 (DiDjfix)fdx. •'^ •'^ ISiJSn Exercise 7.51. Let Q C R" be as in Theorem 7.6.1 and let k>0.
706 Exercises for Chapter 7: Integration over Manifolds (i) Prove (n + k + l) f x„\\xfdx= f y„\\yf{y, viy))d„_iy. Let a > 0 and assume next that Q = Q(a) is given hy Q(a) = {x € R" | ||x|| < a, 0 < x„ }. Then note that 9^ = V(a)U V'(a) is a disjoint union if Via) = {y€R"\ \\y\\=a, 0<y„}, V'ia) = {y€R"\ \\y\\<a, 0 = j„ }. (ii) Show r , fl*+2 /• / x„\\x\\''dx = — - ■ / v„{y)d„^iy. Ja{a) n+k+ i J Via) 2(a) n -\-k+ 1 Jv{a) (iii) Let B"-^ be the unit ball in R"-^ Verify ii+k+\ k J '^ „„i rnn-ls I Xn\\xrdx= " vol„_i(g"-0. Hint: See Illustration for 7.4.111: Hyperarea. Exercise 7.52 (Sequel to Exercises 6.65 and 7.26). Let the notation be as in those exercises, but assume that p,- > 1, for 1 < z < w. Verify that S""^ C 9 A", and that the function y i-> Wi^j^„y''j' vanishes at the points of 9 A" \S""^ Nowproceed to prove, by Theorem 7.7.3, that in this case the formulae from Exercise 6.65.(iv) and Exercise 7.26.(ii) are equivalent. Exercise 7.53 (Spherical mean, Mean Value Theorem for a harmonic function, Darboux's equation, and Liouville's Theorem - sequel to Exercise 7.21 - needed for Exercises 7.54, 7.67 and 8.33). Let S{x\ r) and B{x; r) be the sphere and the ball, respectively, in R" about x € R" and of radius r > 0. Let Q. C R" be as in Theorem 7.6.1. For every / € C{Q.), x & Q. and every r > 0 for which S{x\ r) C ^, we define the spherical mean mf(x, r) of / over the sphere in R" about X € R" and of radius r > 0, by '"/(•^' '■) = r Tz;—^ / f(y) dn-iy- hyperarea„_, (S(x; r)) Js^,.,^ (i) Verify that '"/(•^''■)= i^;;ZTT / ^f(x + ry)d„_iy. In this connection, see Exercise 7.21.(ii) for |S""^| := hyperarea„_,(S""').
Exercises for Chapter 7: Integration over Manifolds 707 (ii) For all / € C^(^), x € ^ and r > 0 for which Six; r) C Q., prove that dnif 1 /• or \S" 'I 7^,-1 (iii) Let B" be the unit ball in R", and g : B" ^ R" the vector field x' i-> grad f{x + rx'). Check that divg(x') = r Af(x + rx') (x' € B"). (iv) Then conclude that 9«V/ N ^ 9r ^'''''^~ |S''-H We say that / € C(Q) possesses the mean value property on ^ if, for all x € ^ and all r > 0 for which Six; r) C ^, fix) = nifix, r). The Mean Value Theorem for harmonic functions then asserts that / satisfies the mean value property on Q if and only if / is harmonic on Q (that is. A/ = 0 on Q). (v) Using part (iv), prove the Mean Value Theorem for harmonic functions (see Exercise 7.69.(iv) for another proof). We now want to prove that the function mf : Qx R+ D-> R satisfies the following, known as Darboux's equation: d^m f n — \ dm f (*) ^-T"(-^''') + -^ix,r) = Aj,mfix,r). dr^ r dr Here A,- is the Laplace operator with respect to the variable x € Q. (vi) Verify r" f fix + rx')dx' = \S"-^\ f p"-^ mfix, p)dp. Jb" Jo (vii) Now show by means of part (iv) dmf and (•^' '■^ = '^ ^^- ( / '°" ' "^f^^' P)dp], l(,"-i ^(;,, ,)) = A,(r"-' mfix, r)). Then show that the differential equation (•) holds.
708 Exercises for Chapter 7: Integration over Manifolds To conclude, we prove Liouville's Theorem which asserts that a bounded harmonic function on R" is constant. (See Exercise 7.70.(viii) for a different proof.) (viii) Assume / is bounded and harmonic on R". Prove by part (vi), for every X € R" and r € R4-, Use this to demonstrate, for every x € R" and r € R+, with ||/|| the supre- mumof / on R", l/W-/(0)| = ^^ ,, / f{x')dx'-i f{x")dx' \f\\( f dx'+f dx') V||A-'-;t|l<r,||.v'||>r y||A-'||<)-, ||;t'-A-||>r / r"\S"-^ f"-+\\x\\ dx'=^\\f\\ I \U'\\<r+\] n C n C+wn ^^T;;znll/ll / ^^' = -11/11/ p"-'dp r \o I ^r-ii.v||<||A-'|l<)-+ii.v|i r J,—\\x\\ = ^WfWdr + \M\)" -ir- llxlD") = &(^), r -^ 00. Verify that this proves Liouville's Theorem. Exercise 7.54 (Pizzetti's formula - sequel to Exercise 7.53). Suppose / € C°°(R") is equal to its MacLaurin series. We will give another proof of Pizzetti's formula from Exercise 7.22 1 /■ r^ hyperarea,_,(S"-.) L f^''^'-" = £ 2*1 n„_<,<.(» + 2,) ^'^C'' To this end, note that mf(r), the spherical mean of / over the sphere of center 0 and radius |r|, is an odd function of r € R. Deduce from the MacLaurin series for / the existence of c^ € R such that mf(r) = X!ieN ^k'"'^- Substituting this series in Darboux's equation from Exercise 7.53 prove m^fir) = ^ 2(p + \){2p + n)Cp+ir^P. peNo Next show by mathematical induction over ^ € N peNo ^' 0<l<k and deduce Pizzetti's formula by taking r = 0.
Exercises for Chapter 7: Integration over Manifolds 709 Illustration for Exercise 7.55: Isoperimetric inequality Exercise 7.55 (Isoperimetric inequality - sequel to Exercise 539). As was shown in Example 7.9.1, w vol„(^) = hyperarea„_,(9^), if ^ = B". We now want to prove that, in general, one has for a set ^ C R" as in Theorem 7.6.1 the following, known as the isoperimetric inequality: /vol„(^)\"-^ ^ /hyperarea„_,(9^)\" Vvol„(5")/ ~ Vhyperarea„_i(S"-')/ ' That is, among all permissible sets Q for which hyperarea„_| (9^) has a prescribed value, the ball (of suitable radius) has the largest volume. Assume for the moment vol„(^) =vol„(5"). (i) Prove that ti^vol„iB"r\{y€R" \yi <t}) is a monotonically increasing continuous function on R. (ii) Use the Intermediate Value Theorem 1.9.5 and mathematical induction over j = 1, 2,..., « to find numbers fjix) = fjixi, ...,Xj)€R (1 <;■<«) such that fix):={Mx),...,Mx))€B"; vol„+,_,(5" n {J € R" I Ji = /i(^),..., yj-i = fj-xix), yj < fj(x)}) = vol„4.i_^(^ n {j € R" I yi = -^1, ■ • ■, yj-i = Xj-i, yj < Xj }). This can be worded as follows. The hyperplane 7/„_i(x) through x orthogonal to the xi-axis divides Q into two parts, with volumes v^^ and v^p. Let H„^i(x) be the hyperplane through (fiix), 0,..., 0) orthogonal to the xi-axis, such that 7/„_i(x) divides B" into two parts, with volumes n,^/^ and v^^\ respectively. Now
710 Exercises for Chapter 7: Integration over Manifolds let Hn^2{x) be the intersection of ^ n 7/„_i(x) with the hyperplane through x orthogonal to thex2-axis. Then H„_2{x) divides Q. n H„_i(x) into two parts, with (w—l)-dimensional volumes v^^_, and v^_^, respectively. Let H„_2(x) be the («—2)- dimensional affine submanifold through (/i(Ji:), f2ix), 0,..., 0) orthogonal to the xi-axis and the X2-axis, such that Hn-2{x) divides 5" n 7/„_i(x) into two parts, with (« — l)-dimensional volumes v\_^ and v\^_^, respectively. We continue in this way, until we have found lines Hi{x) and H\{x), and finally points Ha{x) = {x} and Hq(x) = {fix)}. This then constitutes the definition of fix). We assume that the mapping / : ^ —> 5" thus defined is differentiable (problems may occur here, for example, if 9^ contains "plane" regions). Moreover, almost by definition, / is volume-preserving, that is, one has | det Dfix)\ = 1. (iii) Verify that, with Xj (x) = Dj fj (x) > 0, ^ Xiix) • ■ ■ ■ • \ 0 X2ix) '■■ ■ Dfix) = * V 0 ■■■ 0 X„ix) / (iv) Prove by means of Exercise 5.39.(ii) 1/" l<j<n ISjSn «=«( n ^^w) "^ I] xjix)=diYfix). (v) Conclude that wvol„(^)</ {f,v}iy)d„_iy < rf„_ij = hyperarea„_,(9^). (vi) Prove the isoperimetric inequality in the general case. Exercise 7.56 (Normal derivative in polar coordinates - needed for Exercise 7.57). Define 4' : R^ ^^ R^ by 4'(r, a) = /-(cosa, sina). Let r > 0 and dr > 0, and assume that a and a + da satisfy a and a+da € ] —tt, tt [. Let ^ C R^ be given by Q = {4'(r', a') \ r < r' < r + dr, a < a' < a+da}. (i) Verify that 9^ is the union of the following four sets: { 4'(r, a') \oi < a' < oi + doi], {*(/*', a.) \ r < r' < r + dr], { 4'(r +dr,oi')\oi<oi'<oi+ da.}, {*(r', a + da) \ r < r' < r +dr}.
Exercises for Chapter 7: Integration over Manifolds 111 (ii) Show that v{^{r,a')) = (—cos a', —sin a'), v(^(r',a)) = ( sin a, —cos a), v(^(r +dr,a')) = ( cos a', sin a'), v(^(r',a+da)) = (—sin(a! + rfa), cos(a +da)). (iii) Prove by analogy with Exercise 3.8.(iv) (Dif \ / cos a —sin a \ I 9^ Dif / \ sina cos a / I 1 9(/o 4') r da J (iv) Verify df ^{^(r, a')) = -cos a' D, fi^lfir, a')) - sin a' D2f{^ir, a')) av = ^ ir,a), dr dv r da ^{<l>ir+dr,a')) = ^^•^°^\r + dr,a'), dv dr 9/ , 19(/o4') , /-(vl'(r',a + rfa)) = -^ Hr\a + da). dv r da Exercise 7.57 (Laplacian in polar coordinates - sequel to Exercise 7.56). (See Exercise 3.8.(v).) Letx € R" and assume that the sets ^ below satisfy the conditions of Theorem 7.6.1, and x € Q. Let the function / be as in Example 7.9.6. (i) Prove Afix) = lim ——— / Afix)dx = lim ——— / J-iy)d„ ^^' s2|wvol„(^)L ■' am^oln{^)Jaadv^^'" Define 4' : R^ ^^ R^ and ^ C R^ as in Exercise 7.56. -ly-
712 Exercises for Chapter 7: Integration over Manifolds (ii) Prove by means of Exercise 7.56.(iv) that, for small values of dr > 0 and da > 0, modulo terms of higher order in dr and da, / T-(y)d„-iy = (r,a)rda (r,a)dr Jdn ov or r da d(fo^) id(fo^) -\ ^ (r + dr, a) (r +dr)da -\ (r, a + da) dr dr r da \dr \ or / r oa-^ ) (iii) Prove the following formula for the Laplacian in polar coordinates: S2 1 // 9 \2 32 \ Exercise 7.58 (Divergence in spherical coordinates). Let vl/ : V = R+ X ] -;r, ;r [ X ] -|, I [ ^ R3 be the substitution of variables x = 4'(r, a, 0) = r (cos a cos 0, sin a cos 0, sin 6). Let e,-, ea and eg be the orthonormal vectors as defined in Exercise 3.8.(iv), and let / : R^ —> R^ be a vector field. Then on V we define the component functions /,-, fa and fg of / in spherical coordinates by (/ o \if)(r, a, 9) = fr{r, a, 9) e,. + /„(r, a, 9) e„ + fg{r, a, 9) eg. Consider numbers r > 0 and dr > Q;a and da > 0, with a and a+da € ] —n, n [; and 6> and rf6> > 0 with 6> and 6> + rf6> € ] -f, f [. Let ^ C RHe defined by Q. = {\if(r', a',9') \r <r' <r+dr, a <a' <a+da, 9 <9' <9+d9 }. (i) Verify that 9^ is the union of six smooth surfaces, given by the condition that precisely one of the r',a' or 9' is constant. Prove that the areas of these respective surfaces, for small values of dr > 0, da > 0 and d9 > 0, modulo terms of higher order in dr, da and d9, are given by (see the Illustration for Example 7.4.11) (r+ drf cos 9 da d9 {r' = r+dr), r^ cos 9 da d9 (r'= r), r dr d9 (a'= a + da), r dr d9 (a'= a), r cos{9 + d9)dr da {9' = 9+d9), cos9drda (9'= 9).
Exercises for Chapter 7: Integration over Manifolds 713 (ii) Now apply Gauss' Divergence Theorem to Q, and conclude that, for small values of dr > 0, da > 0 and dO > 0, modulo terms of higher order in dr, da and dO, (div /)(4' ir,a,e))r^ cos 6> dr da d9 = (frir+dr, a, 9){r +drf - fr{r,a,9)r'^) cos,9da d9 +(/„(r, a + da, 9) — fa{r,a,9))rdrd9 +{fg (r, a, 9 + d9) cos(0 + d9) - fg (r, a, 9) cos 9) rdr da 9('■'/-■). .. , 9/« = (cos6> — (r, a, 6>)+ /•-—(/•, a, 6>) V dr da dr da 9(cos0 fa) \ +r ^ •' '{r, a, 9)\ dr da d9. (iii) Conclude, by taking a limit, that one has the following formula for the divergence in spherical coordinates: M- r^ ,T, ^ 9(rV,) , 1 9/ 1 d(cos9fg) (div /) o w = — H 1 . r^ dr rcos9 da rcos9 d9 (iv) Calculating in two different ways, demonstrate that for the identity mapping / : R^ ^^ R3 one has div / = 3. (v) Define on V the component functions /'', /" and /^ of / in spherical coordinates by ■' ■' dr ■' da ■' d9 Verify that /'' = /,, f = j^f„ and f = }.fg, and conclude that 1 /dif'A&iD^) d{f"A&iD^) d{fA&iD^)\ (div f)o^ = (^^ L^^il L^^il i). ■' detD^/V dr da d9 I See Exercise 7.60 for a generalization of this result. Exercise 7.59 (Outer normal on the boundary of an image - needed for Exercise 7.60). Let 4' : V —> f/ be a C' diffeomorphism of open subsets of R". Assume a and Z> € V are such that the rectangle B = B(a,b) C V, where Bia, b) = {y€R"\aj< yj < bj (1 < y < n)}. Define 9/,±5, the "smooth parts of the (n — l)-dimensional faces of B" by 9/,±5 = {y€R"\aj<yj < bj (j ^ i), yi = "' } (1 < / < n). a; Let Q = ^(B) C U. We now give a formula for the outer normal v(x) on 9^, for X in the "smooth part" of 9^.
714 Exercises for Chapter 7: Integration over Manifolds (i) Verify that S := dB \ [J^ ^ di^±B is an (n — l)-dimensional negligible set in R". Prove that 4'S C ^ is an (« — l)-dimensional neghgible set in R", and that dQ\<ifS = 4/(95 \S) = U/,± *(9,-,±5)- Let I < i <n, and parametrize the (n — l)-dimensional manifold 4'(9/,±5) in R" by the embedding, defined on an open subset of R""\ */,± : (yi,.•., yi-i,yi+i,.•.,yn) ^ ^iyi, • • •,yi-i, ' ,yi+i, ■■■, y,,)- (ii) Verify that Q lies at one side of 4'(9,- ±5) everywhere. Next, assume w > 3. Prove that on 9/_± B one has the following equality of vector fields in R": = ±sgn(detD4')(-l)''"'Di4' x ■■• x A_i* x A+i* x •■■ x D„4'. To do so, use properties of the cross product. Formula (7.25), and (±A4', ±sgn(detD4')(-l)'~'Di4' x •■■ x A-i* x A+i* x ••■ x A.*) = sgn(detD4')(-iy-'det(D/4' Di^/• ■ ■ A^i^/ A+i* ■ ■ ■ A,*) = \detD^\ > 0. (iii) Show in a sketch, with B a rectangle in R^ and 4' = /, that the formulae from part (ii) do indeed yield the outer normals. Exercise 7.60 (Divergence in arbitrary coordinates - sequel to Exercises 3.14 and 7.59). Let the notation be as in Exercise 3.14. In the exercise we derived the following formula for (div /) o 4' : V —> R, in terms of the component functions with respect to the moving frame determined by 4': (*) (div /) o vi/ = J^ div(Vi^vi/*/) = -^j2 ^'(^f'^y Now we obtain (•) by means of integration, see Exercise 8.40 for another proof. To verify (•), we choose y € V and dyi > 0, for I < i < n, such that the rectangle B = B(y, y + dy) C V, in the notation of Exercise 7.59. We also employ the other notations and results from that exercise. (i) Prove by successive application of the Change of Variables Theorem 6.6.1 and Gauss' Divergence Theorem 7.8.5 that, for small values of the dyt, modulo terms of higher order in the dyi, (div /) o vl/(y) ^{y) dyi... dy„ ^ I (div /) o ^{y')\ det D^{y')\ dy' JB = I Aivf{x')dx'= I {fv)(u')d„-\u'. Jn ' Jdn
Exercises for Chapter 7: Integration over Manifolds 715 (ii) Conclude from Exercise 7.59.(i) that f if, W("')d„_iu' = Tf if' vKu')d„_,u'. (iii) Let I < i < n and let 4',-± be the parametrization of 4'(9,-,±5) from Exercise 7.59; verify that the definition of integration over a hypersurface implies f if, V)(«') rf„_iM' = f {/ o vl/,. ±, V o vl/,. ±)(/) co^^_^(/) dy'. J^{di,.±B) JBi,.±B (iv) Conclude by Exercise 7.59.(ii) that the following equality of functions holds on di^±B: { f o vl/,. ±, V o vl/,. ±) co^^^ = ±/(0 I det Dvl/|. (v) Now prove, for small values of dyi, and modulo terms of higher order in dyi, Tf {fo vl/,-±, V o vl/,. ± ) iy') OJ^^ ^ iy') dy' ± Jdi,±B = tI ±/«(y)|detDvi/(y)i^y -dyi ■■■dy„. dyi Here we write y + dyt for (yi,..., >',_i, j,- + rfj,-, Jz+i, ...,>-„)€ 9/,+5. (vi) Finally, prove (•) by taking the limit for dyi | 0, for 1 < i <n. Exercise 7.61 (Laplacian in arbitrary coordinates - sequel to Exercises 3.8 and 3.16). In Exercise 3.16 we obtained the following formula for A on f/ in the new coordinates in V, valid for every / € C^{U): (A/) o vl/ = J^ div i^G-' grad(/ o^)) = ^ V D,{^g'^ DjXf o vf/). We now prove this identity by means of integration, (i) Verify that, for every h € CdU), f h{x)dx= I {ho^){y)^{y)dy. Ju Jv
716 Exercises for Chapter 7: Integration over Manifolds (ii) Prove by means of formula (•) from Exercise 3.8.(ii) that, for / and h € C'(f/), {(grad /) o vl/, (grad h) o vf/ )(y) = D(/o vl/)(y) o Giy)-' ograd(/7, o vl/)(y). Show that writing out into matrix coefficients one finds the identity of functions on V {(grad /) o 4/, (grad h)o<l>)= ^ g'JDj (/ o <l>) Dj (h o <l>). (iii) Prove that for every x € U there exists an open set Q C R" that satisfies the conditions from Theorem 7.6.1, and additionally x € Q C ^ C U. (iv) Let / € C^iU) and h € C^i^) be chosen arbitrarily. Apply Green's first identity from Example 7.9.6 to Q, and conclude by parts (i) - (iii) that f (A/) o vl/(y) (h o vl/Xy) ^(y) dy= f (A/)(x) hix) dx Jv Ju = - I {grad /, grad h ) (x) dx Ju = - {(grad /) o vl/, (grad h)o^) (y) ^(y) dy Jv = -Jlf{jl^S'' Di(f o vI/)V>-) Dj(h o ^)(y)dy = / E 0;(Vi^^''A(/ovi/))(j)(/2ovi/)(3,)rfy. In the last equality Corollary 7.6.2 has been used. (v) Finally prove the desired identity, making use of the continuity of the integrands in (iv) and of the freedom in the choice of the function h. Exercise 7.62 (Hamilton's equation - sequel to Exercise 2.32). In this exercise we write x € R^" as X = (q,p) = (qi,--., q,,, Pi,-.-, p„) € R" x R". Let Q. C R^" be an open subset and H : ^ —> R a C' submersion. Here H is said to be a Hamiltonian, while the (2« — 1)-dimensional C^ submanifold N(c) = {x € Q I H(x) = c} is said to be the energy surface for H with energy c € R.
Exercises for Chapter 7: Integration over Manifolds 111 Furthermore, hh : ^ —> R^' is said to be the Hamiltonian vector field determined by 7/if \dpi dp„ dqi dq„ ) (i) Prove that (grad 7/(x), iih(^) ) = 0, for all x € ^, and conclude that vh{x) € T,NiH(x)) (X € ^). That is, at every point of Q the Hamiltonian vector field vh is tangent to the energy surface for H containing that point. Let X : J —> ^ with x : t h^ x(t) be a C' curve with x(0) = x° € Q. Assume that t H^ x(t) isan integral curve of the following (ordinary) differential equation, known as Hamilton's equation: x'(t) = vaixit)) it € J), that is, dH , dH (ii) Now show that the image of the curve x lies in the energy surface N(H (x°)) by proving ^MM^ = (grad H(xit)), x'it)) = 0 (t € J), dt (iii) Let w = 1 and 7/(x) = ^(q^ + p^) for x € R^ \ {0}. Verify that an integral curve of Hamilton's equation which satisfies x(0) = (1, 0) is uniquely determined, and is given by x(t) = (cost, — sint) (t eR). Now let w = 1, and assume that the function H is positively homogeneous of degree m. In the notation of Example 6.6.8 we write Pj C R^ for the area swept out during the interval of time J. (iv) (Generalization of Exercise 0.5). Prove area(P7) = ^mH(x°) length(J). Hint: Use Euler's identity from Exercise 2.32.(ii).
718 Exercises for Chapter 7: Integration over Manifolds Exercise 7.63 (Archimedes' law). At a point x in a homogeneous and incompressible liquid at rest a hydrostatic pressure p(x) € [0, oo[ exists, caused by the weight of the "column" of liquid above x. In more precise formulation, the rate of increase of this pressure is highest in the direction of gravity; we therefore have the equality of vectors in R^ Vp(x) = p{x)g, where p{x) is the mass density of the liquid at x, and g the acceleration due to gravity. Assume a body is submerged into the liquid and that, after it has come to rest, it occupies the set ^ C R^. According to Pascal's law, at the point y € 9^ a force of magnitude p{y) and direction —v{y) is exerted on the body, in particular, the magnitude of this force is independent of the direction of the surface 9^ in j. (i) Prove that the total force experienced by the body is described by the equality of vectors / p{y)v{y)d2y = -g / p{x)dx. Jdn Jn (ii) Conclude that one has Archimedes' law: the force experienced by a body at rest in a liquid is the opposite of the gravitational force acting on that mass of the liquid that could fill the space taken up by the body. Exercise 7.64 (Self-adjointness of Laplacian). Assume that the set Q c R" satisfies the conditions of Theorem 7.6.1. Write C^(Q), with 0 < ^ < oo, for the linear space of the C* functions / : ^ —> R satisfying supp(/) C ^. (i) Verify that the integral inner product {f^8)= f fix)six)dx (/, g € C°(^)) Jn is well-defined on the linear space C°(Q). (ii) Show that functions / and g € C^(^) satisfy the conditions from Theorem 7.6.1. Demonstrate that the Laplace operator A € Lin (C^(Q), C°(Q)) is a self-adjoint operator with respect to this inner product on C°(Q), that is, for / and g € C^iQ), {Afg)=[ Afix)gix)dx = I fix)Agix)dx = if, Ag). Jn Jn (iii) Prove that, for every / € C^(^), f fix) Afix) dx = - f \\ grad /(x)f dx. Jn Jn Assume that there exist a nontrivial / € C^(^) and a number A. € C with —A/ = A./. Then conclude that A. = /x^ with /x > 0.
Exercises for Chapter 7: Integration over Manifolds 719 Exercise 7.65 (DiricWet's principle). Let Q be as in Theorem 7.6.1, and denote by F the linear space consisting of the functions / € C(Q) such that all Djf, for i < j < n, exist and satisfy the conditions of Theorem 7.6.1. Given k € C(dQ), write Fj^ for the subset of all / € F with /Igo = ^; iii particular, consider Fq. (i) Using Green's first identity show that f € F is harmonic on Q if and only if we have (*) f {grad fix), grad g(x) )dx = 0 (g € Fq). Jn Suppose ^ € C(9^) is fixed. (ii) Consider f € Ft. Prove that / is harmonic on Q (in other words, / solves the Dirichlet problem A/ = 0 and satisfies the prescribed boundary condition) if and only if (**) f II grad fix) fdx<f\\ grad gix) f dx (g € F,). Jn Jn Hint: Suppose the inequality holds. Then g € Fq implies f + t g € F^, for all f € R. It follows that the function D : R ^ R given by D(f) = /" || grad(/ + t g)ix) f dx attains its minimum at 0. Then verify by differentiation that (•) is satisfied and conclude on the strength of part (i) that / is harmonic. Conversely, suppose / is harmonic on Q.. If g € Fj. is arbitrary, then h = g — f € Fq. From the equality f Wgmd gix) fdx Jn = /"(||grad/(x)||2+||grad/2(x)||2 + 2{grad/(x), grad/7,(x) ))rfx Jn in conjunction with part (i) we obtain that (••) holds. Exercise 7.66 (Orthogonality of spherical harmonic functions of different degree - sequel to Exercise 2.32). Let / € No and let Jii be the linear space over R of the harmonic polynomials on R" that are homogeneous of degree /. Consider pi € Jii and p„, € Ji,„ with /, m € Nq. Let S"~^ = {x € R" \ \\x\\ = I}. Apply Green's second identity to show
720 Exercises for Chapter 7: Integration over Manifolds Deduce from Euler's identity in Exercise 2.32.(ii) ^"'" (y) = {grad p„,(y), y)=m p„,(y) (y € S"-'). 9v Conclude that / Piiy)P,niy) dn-iy = 0 (/, m eNo, l^ m). Js-^ Background. See Exercises 3.17 and 5.61 for more properties of the spaces J{i. Exercise 7.67 (Nevrton's potential and Poisson's equation - sequel to Exercise 7.53 - needed for Exercises 7.68, 7.69, 7.70, 8.28 and 8.35). Define, for every x € R", Newton's potential p = p^ : R" \ {x} —> R of x by 1 -—logllx-x'll, «=2; n^2. Pix') = Pxix') = i2-n)\S H-n Inthisconnection, seeExercise7.21.(ii)for |S" '| := hyperarea„_j(S" '). Inwhat follows all differentiations of p are with respect to the variable x' € R" \ {x}. (i) For all X € R", verify that p^ is a C°° function on R" \ {x}. Verify that, as a consequence of Example 7.8.4, px is harmonic on R" \ {x}, that is, for all X € R", Ap^ = 0 on R" \ {x}. Let Six; r) be the sphere in R" about x and of radius r, with outer normal, (ii) Use Example 7.9.4 to prove that, for all x € R", lim / p(x,y)dn-iy = 0, lim / —(x, >')4,_i>'= 1. '■J-O Js{x;r) ''J-O JS{x;r) O^ (iii) Verify, for all x € R", that p^. and Djp^. are locally Riemann integrable on all of R", but that this is not true of Djp-^, for 1 < j <n. Hint: Use spherical coordinates with respect to x for x'. Let Q. C R" be as in Theorem 7.6.1. Let / € C^{Q.), and assume / and Df can be extended to continuous mappings on Q.. (iv) Using Green's second identity, and applying parts (i) and (ii), prove that, with Pj. being Newton's potential of x, fix) = f (Px A/)(x') dx' + f (/ ^ - Px ^)iy) d„-iy (X € Q). In other words, the value of / at the point x can be expressed in terms of the values of A/ on Q., and those of / and ^ on 9^. Hint: See Example 7.9.4.
Exercises for Chapter 7: Integration over Manifolds 721 (v) Assume that, in addition, / is harmonic on Q; then prove Conclude by part (i) that / € C°°(^), that is, a harmonic function is infinitely differentiable. Next, let / € C^(R") and define A^evi'tow 'spotential (j) of / by (see Example 6.11.5) <p = p(0, ■)* f : R" -^ R, that is, <p(x) = / p(x, x') f {x') dx'. Jr" (vi) Prove by part (iii) that 0 is well-defined on all of R", that 0 € C^(R"), and that (j) on R" satisfies the following, known as Poisson's equation: (*) A0 = /. Hint: Show that A0 may be calculated by differentiation under the integral sign, that is A0(x)= / p(0,x')Afix-x')dx' = / ipj,Af)ix')dx'. Jr" Jr" Then choose^ C R" as in Theorem 7.6.1 such that x € ^andsupp(/) C ^; then /|gj2 = 0 and g^ | =0. Conclude by part (iv) that (•) is true. (vii) Use Liou ville' s Theorem from Exercise 7.53. (viii) or from Exercise 7.70. (viii) to show that 0 is the unique C^ solution of (•) that satisfies the boundary condition at infinity lim 0(x) = 0. Exercise 7.68 (Another computation of Newton's potential of a ball - sequel to Exercises 3.10 and 7.67). Let A C R^ denote the closed ball about the origin, of radius R > 0. Without integration we shall compute Newton's potential (J)a from Example 6.6.7, <t>Aix) = --L f ^ dy i\\x\\>R). An J A \\x - y\\ (i) Deduce from Exercise 7.67.(vi) that 0^ is harmonic on R" \ A. (ii) Using Exercise 3.10.(i) or (iii) establish the existence of a and Z> € R with 4,^(x)=-^+b i\\x\\>R). Verify limyj^ii^oo(PaM = 0, and deduce b = 0.
722 Exercises for Chapter 7: Integration over Manifolds (iii) Prove lim||j:||_>oo \u.'_,\\ = 1 uniformly for y € A, and show ,. 1 f \M\ , a= hm --— / ;:dy = in J A \\x - ■■" voliA) Wxf-^'oo An J A \\x - jII "■' 4n ' Background. There are still other ways to arrive at this result. Verify that the definition of 0a (^) makes sense for x € A, and use Exercise 3.10.(iii) to prove that there exist p and ^ € R with (pAix) = |||x||^ ~ ifiii "I" ^' ^°^ ^ "^ H-^H "^ ■'^■ Show 0a(O) = —^R^ using an elementary integration over A by means of spherical coordinates. Deduce 0^W = -^(3/?'-IUf) i\M\<R). o Finally use the continuity of ^^(x) for ||x|| = R. (iv) Prove similarly the result from Example 7.4.8. Exercise 7.69 (Green's function, Poisson's kernel and Mean Value Theorem for harmonic function - sequel to Exercise 7.67 - needed for Exercise 7.70). We employ the notation from Exercise 7.67. Let Q C R" be as in Theorem 7.6.1. Let p = p^ be Newton's potential of x € ^, and make the assumption that for every X & Q. there exists a function q = q^-c € C^(^) such that q^ and Dq^ can be continuously continued to 9^, while Aq,=0 on Q, ^^Ign = "^^Ian- According to Example 7.9.7, this uniquely determines q-^. The diagonal A^ of Q is the set {(x,x) \ x € Q}. Green's function Gfor Q is defined by G = Gn:i^x^)\AQ^ R, G(x,x') = Gn.xix') = pAx') + q^W). Poisson 's kernel P for Q is defined by P = Pn : Q X dQ ^ R with P(x, y) = —^(y). dv (i) Verify that G.v has the properties which p^ was shown to possess in parts (i) and (ii) of Exercise 7.67, and that Gx\^^ = 0. Conclude that, for every / as in Exercise 7.67.(iv), fix) = f G(x, x') A/(x') dx' + f P(x, y) f(y) d„^iy {x € Q).
Exercises for Chapter 7: Integration over Manifolds 723 (ii) Let B(x; r) be the closed ball in R" about x and of radius r > 0. Assume x, x' € Q, and let Q' be obtained from Q by leaving out B(x; r) and B(x'; r), for r sufficiently small. Apply the identity from part (i), with Q replaced by Q', and fhyz i-> Gix, z) and z i-> Gix', z), respectively. Thus demonstrate the following symmetry of Green's function: G(x, x') = G(x', x) ((x, x') € (^ X ^) \ A^). (iii) Verify that in this case the Dirichlet problem A/ = g on ^ and f = h on dQ from Example 7.9.7 can be solved by means of part (i) f(x)= f G(x,x')g(x')dx'+ f P(x,y)h(y)d„ _iy (x € Q). (iv) Prove the Mean Value Theorem/or harmonic functions (see Exercise 7.53 for its formulation). Hint: Letx € ^andr > 0, and apply (i) with ^ = {x' € R" | ||x'-x|| < r}. In this case. Green's function G for Q differs by a constant from Newton's potential of x. Therefore, with nif the spherical mean of /, x) = mf(x, r) + I Gix, x') Af(x')dx'. Jn /( Exercise 7.70 (Green's function and Poisson's kernel for half-space and ball, Poisson's integral, Schwarz' Theorem and Liouville's Theorem - sequel to Exercises 1.3 and 7.69). Consider the special case of Exercise 7.69 where we defined, violating our standard convention, Q^ = R^+' := {(x, t) € R"+' I X € R", ±f > 0}. Then 9^± = {(x, 0) € R""^^}, and the outer normal at every point of 9^± is given by T(0, 1). (i) Verify that, for ((x, t), (x', t')) € (^± x ^±) \ A^±, Green's function G± has the value G±((x, t), (x', t')) given by ^{log\\ix-x',t-t')\\-log\\ix-x',t+t')\\) (n = l); (1 n)\S"\\Ux-x',t-t')r-' ||(x-x', f + fOII"-'/ ^''^^^'
724 Exercises for Chapter 7: Integration over Manifolds (ii) NowprovebydifferentiationthatonehasforPoisson'skernelP±,for(x, t) € ^± and (y, 0) € dQ±, P^iix, t), (y, 0)) = ±f |S"|||(x-j, OII"+'' Conclude (compare with Exercises 6.99.(iii) and 7.23) that L 1 R„ II (X -J, Oil " + 1 rf>' = 1 ;r |f| r(^) (xeR", t^O). Let r > 0. Then consider the special case of Exercise 7.69 where ^ = B"ir):={x€R" \ \\x\\ <r}, and thus 9^ = S"-'(r) := {j € R" | llyll = /• }• (iii) Let x € B"(r) \ {0}. Using the symmetry identity from Exercise 1.3 prove, for all J € S"-'(r), ll^->'ll = r \\x\\ X y lUII r ■" r Verify x := -f-^x ^ B"(r). (Actually, x is the inverse of x with respect to the sphere S"^^ir), that is, x € R" is the vector in the direction of x for which ||x||||x||=r2.) (iv) For (x, x') € iB"(r) x B"(r)) \ AB"(r), if x y^ 0, show that G(x, x') equals r \\x\\ , X X lUII r ) ^{\og\\x-x'\\-\og J ( \ \ ^ n)\S"-'\\\\x - x'W"-^ ||^;,_M;,.||"-V (2 and further, if x = 0, (« = 2); in ^ 2); G(0, x') = 1 lit , \w\\ log r 1 (2 -i (^ L^ (n = 2); (n ^ 2). Now prove by differentiation ^(^,>') = \S"-'\r Wx-yW" (x € B"(r), y € S"-\r)). Assume that n = 2 and let y € S^ir). Prove that the level curves of the function x h^ P(x, y) : B^{r) —> R are circles tangent to S^{r) at the point y-
Exercises for Chapter 7: Integration over Manifolds 725 Given h € C(S""^(r)), define Poisson's integral 3^h : B"{r) -^Rofh by |S"-V A-wlU-jll" (v) Prove that ^h € C°°(5"(r)). Check that a solution / of the Dirichlet problem A/ = 0 on B"(r) with /|™-ifri = ^' is given by / = ^h, known as Poisson 's integral formula. (vi) Conclude that / 1 27r~ r dn-iy = z—- , „ „, (x € 5"(r)). (vii) Prove Schwarz' Theorem, which asserts lim (^/2)(x) = hiy) (y € S"-\r)). Hint: Let y° € S""^(r) be fixed. Prove by part (vi), for x € 5"(r), '(r) {(Ph){x) - hiy ) = / —-^-ly. \S" 'k A«-'(r) lU-yll" Let e > 0 be chosen arbitrarily. By virtue of the continuity ofh, among other arguments, there exist a partition of S"^^ir) into subsets Si and S2, and a number c > 0 such that ye Si =^ \hiy)-hiy°)\<^, y€S2 =^ ||>'-/||>2c. Hence, for all x € B"(r), r^-\\xf f \h{y)-hif)\, € \ / «n-lV < -. 15"-'k A, \\x-y\\" 2 Assume next that x € B" (r) satisfies ||x — y°\\ < c. Then, for y € S2, \\y-n > \\y -/ll - 11/ -^11 >2c-c = c. Let ||/?,|| be the supremum ofh on S"-'(r); then \hiy) - hiy°)\ < 2\\h\\, for all y € S"-'(r). Ergo, there exists 0 < S < c such that for all x € B"(r) with ||x -y°\\ < S, and for all y € S2, r^-\\xf r"-' ^ „ „ 2r"-' e < ('•- Ikll)—— < r ||x-j||" c" 4||/2|| This gives, for all x € B"(r) with ||x - /|| < ^, ; / «n-lV < -. 15"-'I r 4 llx-yll" '-^ 2
726 Exercises for Chapter 7: Integration over Manifolds (viii) Prove Liouville's Theorem from Exercise 7.53.(viii). Hint: Let x € R". Apply Poisson's integral formula from part (v), with r > ||x|| arbitrary, and with / itself as the function h on the boundary. Calculate the partial derivatives Djf, for 1 < y < w, by differentiation under the integral sign. One obtains, with ||/|| the supremum of / on R", \DJ{x)\<2\\f\\ ""^l' 11,+"11/11',,''"'" /" -. ^^-ly. Subsequently, use ||x — yH > r — ||x||, for y € S" {r), to estimate the integral, and show \Djf{x)\=0{^), r^oo. Exercise 7.71 (Uniqueness of solution of heat equation). Let Q. c R" be as in Theorem 7.6.1 and let T > 0. Let C C R"+' be the open cylinder ^ x ] 0, T [. Let / : C —> R be a continuous function for which the following continuous derivatives exist on C: 9/ . 9V . . 9/ dxj ~ ~ ' dXidXj — ' — ' Qj • Assume that / satisfies on C the heat equation from Example 7.9.5, with ^ = 1. (i) Prove, for every f € ] 0, T [, + I ||grad,/(x,Of ^x- I (f^)iy,t)d„^iy. Here the gradient is calculated with respect to the variable x € R". Now assume /(x, 0) = 0, forx € ^, and f{y, f) = 0, for y € 9^ and f € ] 0, T [. (ii) Prove, for all 0 < f < T, 0>-r- I fi^,t)^dx; and conclude that / f{x,t)^dx=Q. of Jn Jn Show fix, t) = 0, forx € ^ and f € [0, r ]. We derive some additional results, under the assumption that / satisfies the heat equation and the Neumann boundary condition ^(j,0 = o (j€9^, f€ ]0,r[). dv
Exercises for Chapter 7: Integration over Manifolds 727 (iii) Prove, foiO <t <T, I fix, t)dx= I fix, 0)dx, I fix, tfdx < j fix, Qfdx. Jn Jn Jn Jn Exercise 7.72 (Needed for Exercise 7.73). Let x° € R^ be chosen arbitrarily, and let / : R3 \ {x°} ^^ R be defined by /(x) = log||x-x°||. (i) Using Example 2.4.8 prove, for x € R^ \ {x°} (see also Exercise 3.8), grad/(x)= ^oii2(^-^°)' ^/W X -x"|r ' \\x -x°P' (ii) Prove that A/ is absolutely Riemann integrable over R^ \ {x°}. Now let g € C' (R^) be a function with compact support. Part (ii) then leads to 2 — dx < oo. In fact, we have the following inequality: for every x° € R^ and every g € C^ (R^) with compact support one has W f II ^^''^112^^^^/' llgradg(x)||2rfx. We now prove (•). (iii) Use Green's first identity to prove f gi^f , ^ f gM , 0 . , s\. / ir^ dx =—2 I —— (x — X , grad ?(x))(2x. Then derive from this and conclude that (•) holds.
728 Exercises for Chapter 7: Integration over Manifolds Exercise 7.73 (Stability of an atom - sequel to Exercise 7.72). According to quantum physics an atom consists of an atomic nucleus with a positive electric charge, and negatively charged electrons moving around that nucleus. Assume that the magnitude of the electric charge of the nucleus is a multiple Z € N of the electronic charge. An electron moving around the nucleus then finds itself in an electric field, caused by the atomic nucleus, which is described (to within a constant) by Newton's potential (see Exercise 7.67) ^W = -A (x€R^\{0}). It has been found that an electron moves in certain orbits only. Furthermore, an electron can spontaneously jump from such an orbit to another orbit lying closer to the atomic nucleus, under simultaneous emission of an amount of energy. According to Schrodinger these orbits are parametrized by numbers A. € R that are eigenvalues of the Schrodinger operator with Newton's potential; that is, those A. for which there exists a function g € C^(R^) with/j^, g(x)^rfx = 1 satisfying the following, known as Schrodinger's equation: (*) - l-Agix) -Z^= Xgix) ix€R'\ {0}). 2 \\x\\ Then the amount of energy emitted upon the transition from an orbit with parameter A. to one with parameter /x is proportional to A. — /x. If the collection of eigenvalues A. has a lower bound, this opens up the possibility for the electrons not to continually emit energy, but instead to remain in a ground state of minimal energy; this is then referred to as the stability of the atom. We now prove this. To avoid convergence problems we restrict ourselves to g € C^(R^) with compact support. (i) Multiply both sides of (•) by gix), to deduce l f \\ giadgix) fdx-Z f ^dx=^ f gixfdx. (ii) Using (•) from Exercise 7.72, prove that Iff- ^L'-^-L^-^'-T < -^ /" ||gradg(x)||2 + 2Z /" g{xfdx. (iii) Conclude that a number A. € R for which there exists a nontrivial g € C^(R^) with compact support satisfying (•) has the property A. > —2Z^.
Exercises for Chapter 8: Oriented Integration 729 Exercises for Chapter 8 Exercise 8.1. Let / C R be a closed interval and y : / —> R" a C ^ mapping. (i) Prove that there exists a C' mapping S : [k_,k^] —> R" with im(y) = im(S) and also S'(k^) = S'(k^) = 0. (This mapping S is not an immersion everywhere, and a fortiori not an embedding.) Hint: Define the C' mapping ^ : J := [0, 1 ] ^^ R by i/r(0 = t\2 - tf. Then i/f(0) = 0 and T/f(l) = 1, and thus J C im(i/f) according to the Intermediate Value Theorem 1.9.5. Moreover f(t) =4t(l - t)(2 - t) > 0 for 0 < t < \, and therefore i/f is monotonically strictly increasing on J. Hence i/f : J —> J is a C ^ mapping that preserves the order of the endpoints for which ^'(0) = ^'(1) = 0. (ii) Using part (i) deduce that the image under a piecewise C ^ mapping can be written as the image under a C' mapping. Exercise 8.2. Let U C R" be an open rectangle with 0 € f/, and let / : f/ ^^ R" be a C ^ vector field with Af = 0. Then g : f/ —> R is a scalar potential for / if gix)= ^ / fiiXi,X2, ...,X!^i,t,0...,0)dt. Prove this by direct calculation, and also by using that g(x) = f {/(s), dis}, where yx : [ 0, w ] —> R" is the curve from 0 to x successively following the directions of the standard basis vectors e;, for 1 < i <n, YxiO = (xi,X2, ...,x,_i,(f-/ + l)x/,0...,0) (1 < / <«, 0 <f-/ + l < 1). Exercise 8.3. Define f : R'^ ^ R'^ hy f(x) = (xixj, xi + X2), and let ^ c R^ be the open subset in the first quadrant bounded by the curves {x € R^ | xi = X2 } and {x € R^ | x^ = X2}. Prove by integration over Q, and also by using Green's Integral Theorem 1 curl f(x)dx = —. / Exercise 8.4 (Astroid - sequel to Exercise 5.19). This is the curve A defined as the zero-set in R^ of g(x) = x, + x^ — 1. (i) Verify that the length of A equals 6. (ii) Prove that the area of the bounded set in R^ bounded by A equals \n.
730 Exercises for Chapter 8: Oriented Integration Exercise 8.5 (Quadrature of parabola). Define 0 : R —> R^ by 0(f) = (f, t^); then P = im(0) is a parabola. Consider arbitrary t_^ and f_ € R with t_^ > t_, and define t+ - f_ f, +1_ (i) Let f € R with ?+>?>?_. Demonstrate that the area of the triangle in R^ with vertices (j)it_^), (j)(t) and 0(f_) equals tl - tl f+ - t^ Calculate the unique t such that the corresponding triangle A(t_^, tJ) has maximal area, and show that this area equals 6^. (ii) Find the value of t for which the direction of the tangent space to P at 0 {t) is the same as that of the straight line l{t+, f_) through 0 (^4.) and (pit-). (iii) Prove in three different ways, including the use of successive integration and of Green's Integral Theorem, that area (Sit+, f_)) = IS\ if Sit+, f_) is the sector of the parabola P with base /(?+, f_), that is, the bounded part of R^ which is bounded by the parabola P and the straight line /(?+, f_). Hint: Check that S(f+, f_) = {x € R^ I f_ < xi < t+, x^ <X2< (to - Sf + Itoixi - t-)}. Further, use |(f^ - tl) = JS^ + 2t^S. The quadrature of the parabola according to Archimedes follows from parts (i) and (iii): for all t+ and f_ € R with t+ > f_ one has rcr. , ^^ 4area(A(r+, r_)) area(S(r+, f_)) = . The area of a sector of a parabola therefore equals four thirds the area of the inscribed triangle having the same base as the sector of the parabola, and whose apex is the point at which the tangent line to the parabola runs parallel to that base. We give another, direct proof of this result. Define 4' : R^ —> R^ by *(>-)= ]=(f)ito) + S[ y. \ti + 2toSy,+S^y2 ) "^^ ' \ 2to S )' (iv) Demonstrate that 4' is a C°° diffeomorphism. Verify 4' o 0(f) = (j)(tQ+S t), for all f € R. Now conclude that 4' maps the parabola P into itself; and that the triangle A(f4., f_) from part (i) is the image under 4' of the triangle with vertices (1, 1), (0, 0) and (-1, 1).
Exercises for Chapter 8: Oriented Integration 731 (v) Prove that det D'^{y) = S^, for every y € R^. Then conclude by part (iv) that the quadrature of the parabola has been reduced to a special case. Exercise 8.6 (Steiner's hypocycloid and Kakeya's needle problem - sequel to Exercise 5.35). Let Z> > 0; let 0 : R ^^ R^ and Steiner's hypocycloid H cR^he defined by, respectively, / 2 cos a + cos 2a! \ u • /J.^ (p(a)=b{ ^ . . ^ and H = im((p). ^^ ' V 2 sin a - sin 2a! / ^^' (i) Prove that the length of H equals 16Z>, that is, 16 times the radius of the incircleof 7/. (ii) Prove that area of the bounded set in R^ bounded by H equals Inb^, that is, twice the area of the incircle of H. Background. Consider the special case where Z> = |. Exercise 5.35.(vii) then implies that a needle of length 1 can be continuously rotated in the interior of H by an angle In; moreover, during the rotation the needle is always tangent to H. The area of that interior of H equals ^, while that of a circle of diameter 1 equals ^. Thus arises Kakeya's needle problem: what is the minimal area of a subset of R^ within which a needle of length 1 (lying in R^) can be continuously rotated. For a long time it was thought that |- would be the answer. It has been shown by Besicovitch, however, that there are sets in R^ of arbitrarily small area > 0 that have the desired property. ^ Exercises.?. LetC C R^ be the intersection of the cylinder {x € R^ | x^+x^ = 1} and the plane [x € R^ | Xi +X2 +Xj, = 1}, and let C be oriented by the requirement that the tangent vector at the point (1, 0, 0) have a positive X3-component. Let / : R3 ^^ RHe defined by f{x) = (-xj, x^, -xj). (i) Prove f{fis),dis} = 3 f Jc J{x fdx=^-^. eR^\\\x\\<l} (ii) Also calculate f^ifis), dis ) by means of a parametrization of C. Hint: cos'* a + sin a = j(3 + cos 4a!). See Section 3.5 in Krantz, S. G.: A Panorama of Harmonic Analysis. Mathematical Association of America, Washington 1999.
732 Exercises for Chapter 8: Oriented Integration Exercise 8.8. Let the surface S C R^ be the union of the cyhnder {x € R^ | x^ + ^2 = 1, 0 < X3 < 1} and the hemisphere [x € R^ \ x^ + x^ + {xj,— 1)^ = 1, 1 < X3 }. Let S be oriented by the requirement that the normal at (0, 0, 2) point away from the origin. Define / : R-^ —> R-^ by f{x) = (xi + XiX^ + X2x|, X2 + xiX2x|, x^Xj). Prove L {curl fix), d2X ) = 0. Exercise 8.9. Let 0 : R^ —> R^ be the mapping given by (j)(r,a) = (r cos 4a!, r sin 4a!, cos a). Further, let Q = {(r,a) € R^ | a < tt, r < sina }, S = (piQ), Y\ = {(sin a. cos 4a!, sin a. sin 4a!, cos a) € R^ | 0 < a < tt }, Y2 = {x € R^ I xi = X2 = 0, — 1 < X3 < 1}. Let Y2 be oriented by the requirement that the tangent vector at (0, 0, 0) have a positive X3-component. (i) Show that 9 S = yi U )/2- Assume one is given the function g : R^ —> R and the vector field /z : R^ —> R^ defined by g(x) = 2(X3 +X,X2)v/3+||x||2, h{x) = ((4 + xf)x2+xiX3, (4 + x|)xi+X2X3, 4 + XI+X1X2X3). (ii) Demonstrate that grad g restricted to the unit sphere S^ C R^ equals the restriction of h to S^, and conclude that / {gradg(5), d\s)= I {h(s), dis). Jyi Jyi (iii) Calculate y (gradg(5), dis). Hint: Use the fact that integration by parts with respect to X3 commutes with setting Xi and X2 equal to 0, so that the third component of grad g can easily be integrated. (iv) Prove that curl grad g = 0 and conclude f {h(s), dis } = —8. Hint: It may be taken for granted that Stokes' Integral Theorem also holds for integration over S.
Exercises for Chapter 8: Oriented Integration 733 Exercise 8.10. Let g : U := R^ \{ (0, 0, X3) | X3 € R} ^^ R^ be the vector field satisfying JC3 gix) = -Xsifixi,X2), 0) = ^ ^fe, -xi, 0); here / is the gradient vector field of the argument function: R^ \( ] —00, 0] x {0}) —> ]—TT, 71 [ (see Example 8.2.4). Let i/f € [—^, ^] be fixed and suppose y is the parametrization of the parallel on the unit sphere S^ C R^ determined by i/f, given by y : a \-^ (cos a cos i/f, sinacosi/f, sini/f) € S^ (—tt < a < tt). (i) Prove f {gis), dis) = —iTTsini/f by explicit computation as well as by application of Formula (8.18). (ii) Demonstrate 1 cmlg(x) = — j(x,,X2,0) and {curlg(x), x) = 1 (x € U). Let S be the cap of the sphere S^ determined by i/f as in Examples 7.4.6 and 8.5.1. (iii) Verify by a direct computation using part (ii) and Example 7.4.6 /. (curlg(x), d2x) = 27i{l — sini/f). (iv) The results from parts (i) and (iii) seem to contradict Stokes' Integral Theorem. Prove this is not the case. Hint: The vector field g is not defined in (0, 0, 1) € S^, and a limit argument based on the result from Example 8.2.4 gives the missing line integral having the value 27r. Background. The line integral in part (i) gives the angle of daily rotation of Fou- cault'spendulum from Exercise 5.57. See Exercise 8.45 for the same computation in terms of differential forms. Exercise 8.11 (Cauchy's Integral Theorem by differentiation under integral sign). As in Cauchy's original proof, verify Cauchy's Integral Theorem 8.3.12 by means of differentiation under the integral sign. Hint: Combine Formula (8.27), Formula (8.11) and Lemma 8.3.10.(iii). Also perform this computation working over C. That is, consider j f(Z2)dZ2 = j(f o r)(zu Z2)D2r(zi, Zl) dzi, and differentiate under the integral sign. Next integrate by parts and finally use Diif o r) D2T - D2(f o r) D,r = (/' o r) DiF DzF - (/' o r) DzF d.f = o.
734 Exercises for Chapter 8: Oriented Integration Exercise 8.12 (Equivalence of holomorphic and complex-analytic - needed for Exercises 8.13, 8.16, 8.17, 8.21 and 8.22). Assume that ^ C C and the holomorphic function / : ^ —> CmeettheconditionsofCauchy'slntegralTheorems.3.11. For every z € ^ there exists a number /?° > 0 such that the circle S{z\ R) about z of radius 0 < /? < /?° is contained in Q.. Let Q.' = Q'(R) C C be the open set bounded by Siz', R) and 9^. (i) Apply Cauchy's Integral Theorem to Q' in order to conclude that, for 0 < R < R°, I aw = I aw; Jdnw-z Js(z-R) w -z h(,z;R) W -Z here S{z\ R) has positive orientation. Now consider the parametrization a : ] —tt, tt [ —> S{z\ R) with a : t \-^ w{t) = z + Re". (ii) Verify that, for all 0 < /? < R°, / -^^-^^ dw = i fiz + Re") dt. Js{z:K) W-Z J-^' (iii) Using the Continuity Theorem 2.10.2, prove the following, which is known as Cauchy's integral formula: 2^2 J3!^. "' " W Let z° €Qhe fixed for the moment. Then, for every z €Q and w € dQ, 1 _ 1 I ^-^° ^ _ y- (z-z°)' ^ (^-^°\" ^ w — z w — z° w — z° w — z „, (u; — z°)*+' \w — z°) w — z It follows that, for every z €Q, (z - z°)' :— / , ' dw + Rn iz). 0<k<ii with 2^2 Jdn\w -z^J w -z (iv) Note that 9^ is compact; use this fact to prove the following. There exist numbers p>0, 0<p<l and ^ > 0 such that, for every z € C with \z — z°\ < p and all w € dQ, zeQ; z-z° w — z° p; \w -z\>
Exercises for Chapter 8: Oriented Integration 735 (v) Prove that, for every z € C with \z — z°\ < p, we have lim„^oo Rniz) = 0; then conclude that fiz)=j:iz-zy':^f -^^- That is, the holomorphic function / is complex-analytic, which means that / can be written as a complex power series near z° € Q.. The differentiability of a power series on its disk of convergence gives the reverse of this assertion. (vi) Use «-foId differentiation of the power series in part (v) to conclude that In I Jsn (w - 2°)"+' Exercise 8.13 (Fundamental Theorem of Algebra - sequel to Exercise 8.12). Let p : C —> C be a complex polynomial function of degree « € N, that is Piz) = J2osksn ^''^'^ '^^^^ cj. € C and c„ ^ 0. Suppose that p(z) i^ 0, for all z € C. Prove that p : C —> C is a nowhere vanishing complex polynomial function if piz) •■= Yl ^"-''^^ = ^"^(~)' ^^ deduce p{z) = z"p{-)- 0<k<n Let Q = {z € C \ \z\ <!}• Using Cauchy's integral formula from Exercise 8.12.(iii), the substitution z = ^ and Cauchy's Integral Theorem 8.3.11, prove 2ni f I /■ 1 f w"-^ 0 # = / dz = / r- dz = - dw = 0. P(0) Js^zpiz) J3nz"+'pO JsnPiw) From this contradiction obtain the Fundamental Theorem of Algebra, which states that p must have a zero in C (see Example 8.11.5 and Exercise 3.48 for other proofs). Exercise 8.14 (Equivalence of holomorphic and orientation-preserving confor- mal). Let f/ C C be open; we identify U with an open set in R^ via U B z = xi + ix2 <^ X. Let / : f/ —> C be a complex-valued function, to be identified with the vector field / : f/ —> R^. Prove that the following four assertions are equivalent. (i) / : f/ —> C is a holomorphic function at z with f'iz) 7^ 0. (ii) / : f/ —> R^ satisfies the Cauchy-Riemann equation at x and Df(x) ^ 0. (iii) detD/(x) > 0 and there exists R = Rifx) € SO(2, R) with Dfix) = ^detDfix)R = \fiz)\R.
736 Exercises for Chapter 8: Oriented Integration (iv) det Df(x) > 0 and there exists c = c(f, x) € R with ( Df(x)u, Df(x)v) = c {u, v), for all u, v € R^. In other words, / is an orientation-preserving conformal mapping at x (see Exercise 5.29). Hint: First prove by means of Df(xyDf(x) = c I that c = det Df(x), and show that (iv) =^ (ii). Exercise 8.15. Let U C Che open and let / : f/ —> C be holomorphic. We identify / with a C' vector field f :U ^R'^. (i) Prove that for every C' curve y : I ^ U lcngth(fiy)) = j \f'(yit))\\y'it)\dt. (ii) Let L € ${U), and assume that /|^ is an injection with f'{xi + 2x2) ^ 0, if X € L. Demonstrate that = i \f'(xi+i^ area((/(L))= / \fixi+ix2)fdx. Exercise 8.16 (Winding number and Residue Theorem - sequel to Exercise 8.12). Let / : R2 \ {0} ^^ R^ be given by /(x) = j^Jx, with J as in For- 11-^' II mula (8.20). Let ^ C R^ be as in Green's Integral Theorem, and a €Q. (i) Prove -^ f {fis-a),d,s) = l. 2^ Jd<^. Hint: There are various conceivable methods: (a) use Example 7.9.4; (b) prove / = grad arg with arg : R^ \ (] —00, 0] x {0}) —> R the argument function; (c) use Kronecker's integral from Example 8.11.9. Lett/ C C be open and fl € f/, and let y be a closed C'curve with im()/) C U\{a}. (ii) Prove that there exists a number w = ■w(y,a) € Z, the winding number of y about a, with 1 r 1 —^ / dz = w(y,a). 2ni Jy z -a Hint: Reduce to part (i), in particular Kronecker's integral, or use the following argument. We may assume )/:/ = [0, 1]—>f/\ {a}, and we introduce gix)= r ^^dt (x€/).
Exercises for Chapter 8: Oriented Integration 131 Then /'—(/— a)g' = 0 on /, and hence ((y — fl)e~*)' = 0. As a result, forx € /, ^gW^K^^U^^ in particular £«(') = !, and so g(l) = Iniw. (iii) Verify that Cauchy's integral formula from Exercise 8.12.(iii) under the present conditions takes the following form. For / : f/ —> C holomorphic, w iy,a)fia)= —^ / rfz. Ini Jy z— a (iv) Now assume y in f/ \ {a} to be homotopic with the mapping yi : t \-^ a + re^", where r > 0 has been chosen sufficiently small to ensure im()/i) C U. Prove that «;(/, a) = i(;(yi, a) = 1. Let / : f/ \ {fl} —> C be holomorphic. The residue ReSj=Q f{z) of f at a is the unique number r € C such that z i-> fiz) — tz^ has an antiderivative on a sufficiently small neighborhood of ainU \{a}. (v) By means of part (ii), prove f{z)dz = w(y,a)Resf(z). — I Ini Jy (vi) Assume im()/) C U \{a\,..., a,,,} and / : U \{a\,..., a,„} —> C to be holomorphic. Prove the following Residue Theorem: ^ f fiz)dz= T wiy,a,)Rcsfiz). 2ni Jy , . Background. In complex analysis methods are developed for the efficient calculation of residues. Exercise 8.17 (Generalization of Cauchy's integral formula - sequel to Exercise 8.12 - needed for Exercise 8.18). Let i = v^—T. Identify x = (xi,..., X2„) € R^'withz = (zi,..., Zn) ^ C", whereZj = X2j-\+iX2j;y^hile'zj = X2j-i — iX2j, for 1 < y < n. We then have the real 2w-dimensional vector space T^R^' ~ T,C", with the partial differentiations Dj, for 1 < y < 2«, as basis vectors (see Exercise 5.75). Let (TxR^")c be the complexification of r^R^". (i) Show that the following vectors form a basis over C for (TxR^")c, with 9 1 9 1 (*) ^ = :^(D2j-i - i D2j), —- = -(02,-_, + i D2j). aZj I aZj I
738 Exercises for Chapter 8: Oriented Integration As usual, we write T*R^" for the dual vector space over R of TxR^". Then the dxj, for 1 < y < 2n, are basis vectors for T/R^" over R. Let (r;R2")c be the dual of (r.R^'Oc. (ii) Prove that the basis over C for (r*R^")c, dual to that in (•), is given by dzj = dx2j-\ + i dx2j, dzj = dx2j-\ — i dx2j (1 < y < n). (iii) Prove dx,AdX2A...A rfx,„_, A rfx,„ = Q"dz. Adz, A... A dz„ A dz„. Now let / : C" ^^ C be a C^ function, and consider £?/(x) € (T*R'^")c. (iv) Show that l<j<n that is. ^/ = E (f^^^^ + f ^^^) =■■ f/^^+1^^ =■■ ^f+^f^ d = d + d. The function / is said to be holomorphic or complex-differentiable if it satisfies the Cauchy—Riemann equation 9/ = 0, that is, i D2j-if = D2jf (!<;■< n). (v) Let n = \, and assume / : C —> C to be holomorphic. Prove df df = -fdz = df. az Use this to show that the differential 1-form f dz is closed on C (this is where the restriction « = 1 is important). Next, let a € C. Prove, using ^(t;^) = 0, that the following differential 1-form is closed on C \ {a}: ^ -dz. z- a Let fl € C and assume / : C —> C to be an arbitrary C' function, (vi) Conclude that on C \ {a} d(^- dz) = ^— %dzA dz. \z —a / z — a dz
Exercises for Chapter 8: Oriented Integration 739 Let Q C C be a bounded open subset having a C' boundary 9^ and lying at one side of 9^. Let / : ^ —> C be a C' function such that / and the total derivative Df can be extended to continuous functions on Q. (vii) Conclude by part (iii), and using polar coordinates (r, a) for z — a €C, that dz Adz = —2i dxi A dx2 = —2i rdr A da. Use this to prove that z i-> 71^ g| (z) is absolutely Riemann integrable over (viii) Now prove, analogously to Exercise 8.12.(iii), the following generalization of Cauchy's integral formula: f(a) = -^ f I^dz + -^ f ^—^iz)dzAdz (aeQ). 27Tt JsnZ-a Ini J^z-adz Exercise 8.18 (Generalization of Cauchy's Integral Theorem 8.3.12 - sequel to Exercise 8.17). Let <I>o and <I> 1 : C —> C be two homotopic C' mappings. Suppose / : C —> C is a holomorphic function and let ftj = /(iz be the corresponding closed differential 1 -form on C as in Exercise 8.17.(v). Apply the Homotopy Lemma 8.9.5 to find a C^ function g on C such that ^\a> — ^^u> = dg. Next suppose that y : [0, 1 ] —> C is a closed C' curve, thus, in particular, y(0) = y(l). Now prove the following generalization of Cauchy's Integral Theorem 8.3.12: f fdz= f fdz. Exercise 8.19 (Sequel to Exercise 6.57). In four steps we shall prove (see Exercise 6.60.(iii) for another demonstration), for 5 € C, cos I cos 2 (0 < Re5 < 1). (i) Let a > 0 and apply Cauchy's Integral Theorem to the function f(z) = e-^z'"' and the set Q which equals the (open) square with vertices 0, a, a + ia and ia, of which the vertex 0, however, is cut off by a small quarter- circle of radius e with 0 < e < a. Show, for 0 < Res < 1, pa pa+ia pia 0= e-^'x'-'dx+l fiz)dz+ fiz)dz Je J a J a-\'ia + r e-'yiiyy-'diiy)+ f e-'^'^'-^e'^'-^^f'd{ee''>') =: V /,-. J" Ji l<j<5
740 Exercises for Chapter 8: Oriented Integration (ii) Verify I/2 + /3I < e-^+^'^'^i r(a^ + y^)^^ dy Jo Jo Furthermore, |/5|<!^eRe.^|Im.|f_ (iii) Conclude by taking limits for e | 0 and a —> 00, for 0 < Re 5 < 1, that Vis) = f e-'x'-^ dx = e''i f e-'>/-^ dy. Jr^ Jr^ (iv) If we carry out the same reasoning as in parts (i) - (iii) but using the square of vertices 0, a, a — ia and —ia, the square again being indented at 0 by a quarter-circle of radius e, we obtain = e-''i f e'> Jr^ r(5)=e-"2 / e'^y'-'dy. Jr+ Deduce the formulae in (•) by addition and subtraction, for 0 < Res < 1. (v) Verify that the first equation in (•) is valid for —1 < Res < 1. Exercise 8.20 (Asymptotics of Bessel function - sequel to Exercises 6.66 and 7.30). We employ the notations from Exercise 6.66. Let A. > — |. Under the substitution v(x) = ^u(x) Bessel's equation takes the form (*) v"(x) + (1 - -^-^jv(x) =0 (X € R+). Neglecting terms 0(^),forx —> 00, we obtain the harmonic equation i(;" + i(; = 0, with w(x) = a cos(x — /x), for constants a and /x € R, as the general solution. This makes it plausible that a solution v of the equation (•) has the form v(x) = a cos(x — fj,) + 0( — j, X —> 00. Indeed, for the Bessel function J)^ we shall prove (**) AW=/f-^cos(x-|A-|) + 0(-^), x^oo.
Exercises for Chapter 8: Oriented Integration 741 (i) Verify -1 Let Z = C \ (]-oo,-1 ] U [ 1, oo [). (ii) Check that fj^(x) = f e""(l - fY-i dt (x € R). g:z^e'«(l-zY-5 :Z is a well-defined holomorphic function if we require that (1 — z^)^ ^ > Q, forz€]-l,l[. (iii) Let a > 0 and apply Cauchy's Integral Theorem to the function g and the set Q C Z which equals the (open) rectangle with vertices —1, 1, 1 + ia and — 1 + ia. Conclude, for x € R4., that 0 =f^(x) + i e'''^^+'^\y^ - 2iy)^-'^ dy Jo /.O +i / e'''^-^+'^'\y^ + 2iy)^-^ dy + Ria), J a where linia^oo R{a) = 0. Verify that then Mx) = I+ix) + /_(x), /±(x) = iie"^" f e-^^(>-2 ± 2iy)^-i dy. (iv) Show .2^.. ai .^..a i A i f e)(/+i) (0<>'<1); [ &iy^-^) il<y <oo). Prove that I±(x) then equals, for x —> 00, 2V X ) %^"T(A + ]r) + 0(x-^-i) + 0(e-^'). / 2 (v) Now prove (••). (vi) Conclude, by part (v) and Exercise 6.66.(viii), that the Hankel transform Mx f of a function / from Exercises 6.102 and 7.30 is well-defined for / having the property that r i-> -/r f(r) is absolutely Riemann integrable over R4..
742 Exercises for Chapter 8: Oriented Integration xlO" xlO" 4 li x^ ,/— cos (x - ^) IgllMIIMftiW xlO- xlO" £i IjWi/ifwwvw Illustration for Exercise 8.20: Asymptotics of Bessel function Eiix) = J2(x) -J cos ^x - — j. Esix) = MX)-^(^(l-^) cos (x Stttx 15 . ^ , —„ ,.. — sin 128x2/ V 4 / 8x ('-f)) on [50, 250] (vii) It is possible to formulate a stronger version of the result from part (iv). To show this, we write /±(x) = -(±20'+ '^^"j^b-'^-'i^-^r^- Applying Taylor's formula for z i-> (1 + z)^~^ at 0 with the remainder according to Lagrange (this is obtained from the integral formula for the remainder by application of the Intermediate Value Theorem 1.9.5), we find.
Exercises for Chapter 8: Oriented Integration 743 for m € N, 0<H<m for a f € [0, 1 ]. We now note that 11 T ^' I > 1 for the present x and y\ and so the absolute value of the remainder, for m > A. and those x and y, is dominated by \m + \)\lx) The integration with respect to y over R+ can now be carried out, and we find the following asymptotic expansion, for x —> oo: ■'^w-vf^^ (-1)2 cos(^x--A--j (-1) 2 sin(x--A--j where we take the upper or the lower expression behind the brace according to whether n is even or odd, respectively. This asymptotic expansion can also be put into another form. To do so, we introduce <h(X,x) =x A. , 2 4 (4^2 - 12)(4a2 - 3^)... ((4^2 - (2« - 1)2) a(X,n) = . «!8" One then has r^/ .^ „a{k,2n) ^ HeNo 5m0(A,x)2_^(-l) ^ 1, X Exercise 8.21 (Laplace's formula for Legendre polynomial - sequel to Exercises 0.9 and 8.12). Let z € C and choose ^ C C such that the conditions of Cauchy's Integral Theorem 8.3.11 are met, and such that z € Q. (i) Use Exercise 8.12.(vi) to prove the following, known as Schlafli's formula for the Legendre polynomial P/, for / € Nq, from Exercise 0.4: 1 [ {w"^- 1)'
744 Exercises for Chapter 8: Oriented Integration Now letx € R with \x\ > 1 and choose Q = {w € C \ \w — x\ < -y/x^ — 1}. (ii) Check that t i-> w(t) = x + ^/x^ — 1 e" is a parametrization of 9^. Then prove the following, known as Laplace's formula: Pi(x) = — I (x + v/x2 - 1 cosf)' dt (x € R, |x| > 1). The choice a = x and Z> = -y/x^ — 1 leads to a special case of the integral studied in Exercise 0.9. (iii) Prove by using that exercise Pi(x) = - (x- y/x^-l COSty'-^ dt (x € R, |x| > 1). ^ Jo Also prove, using the identity P/(x) = (—1)'P;(—x), forx €Rwith|x| > 1, P,(x) = — / (x-y/x'^- 1 costYdt = — (x + v/x2- 1 cosO~'~'^^ n Jo n Jo (iv) Analogously prove Pi(x) = — (x + iy/l - x2 cosf)' ^^ (-^ e R, |x| < 1). Conclude that the zonal spherical function Y° from Exercise 3.17 satisfies Y^{a,e) = -\ (sine+i cos9 cos tydt (|a!| < ttt, |6>| < -). ^ Jo 2 Exercise 8.22 (Real and imaginary parts of a holomorphic function are harmonic - sequel to Exercise 8.12 - needed for Exercise 8.23). Let / and Q be as in Exercise 8.12, and consider /i and /2, with f = fi + 2/2, as functions on an open subset of R^. (i) Prove by means of the Cauchy-Riemann equation that /i and /2 are harmonic functions. Check that the vector fields grad /i and grad /2 on Q are both harmonic, and mutually orthogonal at every point of Q. Conversely, let /i € C^(^) be given, with ^ C R^ open. We want to find /2 € C-^(Q) such that / := /i + 2/2 is a complex-analytic function on ^ C C. (ii) Prove that the Cauchy-Riemann equation for / gives the following condition on/2: grad f2 = J grad f. Show that the integrability condition curl grad /2 = 0 implies the identity div J'J grad /i = A/i = 0, that is, the function /i has to be harmonic on Q.
Exercises for Chapter 8: Oriented Integration 745 (iii) Assume /i to be harmonic on Q. and Q. to be simply connected. Check that a scalar potential/2 : Q. —> R exists for the vector field J grad/i, and conclude that the / thus constructed has the desired property. Exercise 8.23 (Poisson's integral formula and Schwarz' Theorem - sequel to Exercise 8.22). Let Q. = {z ^ C \\z\ < 1} and define, for every z € ^, — w + z ^,:a^C by ^,{w) = — zw + l (i) Verify that for all z € ^ the mapping 4'. : ^ —> ^ is a C^ diffeomor- phism with inverse 4'_.; and also that 4'. : 9^ —> 9^. Prove that we have lim,gj2, .^e'" *j(e''^) = e'", for all a, ^ €] -n, n ]. Now let h € C(9^) be given, and define the Poisson integral r?*/?, : ^ —> R of/z by iS'h)iz) = :^j\(%ie'^))d^. (ii) Prove by part (i) and Arzela's Dominated Convergence Theorem 6.12.3 that lim (^/2)a) = hie'"). zsn, z-^e'" (iii) For all z € ^, make the (^-dependent) substitution of variables on ] —n, n ] given by a = a(^), with e'" = ^,(e'^), and show that T^(«) = ^ Use this to derive the following, known as Poisson's integral formula: In !., \e" - z? (iv) Demonstrate that u/«_H2 ye'" -z) and conclude by Exercise 8.22 that S'h is a harmonic function on Q..
746 Exercises for Chapter 8: Oriented Integration Background. On ^ = {x € R^ I ||x|| < 1} a solution / of the Dirichlet problem A/ = 0, with /|gj2 = h, is obviously given by / = ^h, where (compare with Exercise 7.70.(v)) 1 - \\xf r hiy) Part (ii) now tells us that (Ph)(x) converges to h(y), for x € Q approaching y € dQ; this is Schwarz' Theorem (see Exercise 7.70.(vii)). Exercise 8.24 (Sequel to Exercise 7.47). Demonstrate that the proof in that exercise comes down to the fact that / is solenoidal on R" \ {0}. Exercise 8.25 (Sequel to Exercise 5.80 - needed for Exercises 8.26 and 8.29). Assume that / and g : R^ —> R^ both are C^ vector fields. (i) Prove, analogously to Grassmann's identity from Exercise 5.26.(ii), Vx(Vx/) = V{V,/)-{V, V)/. Conclude that curl (curl/) = grad(div/) — A/; here the Laplacian A acts by components on /. Deduce that the component functions of a harmonic vector field on R^ are harmonic functions. (ii) Prove from the antisymmetry of the cross product operator with respect to the inner product, that (V, /xg) = {Vx/, g)-(Vxg, /), and conclude that (see Exercise 8.39.(iv) for a different proof) div(/ X g) = (curl/, g) -{f, cmlg). (iii) Prove, analogously to Grassmann's identity, Vx(/xg) =(V,g)/-{V,/)g = /{V,g) + {g,V)/-g(V,/)-(/V)g, and conclude, using the formula from Exercise 5.80 for the commutator [•, •] (for a different proof see Exercise 8.39.(vi)) that curl(/ X g) = (div g)f + {g, grad)/ - (div f)g-{ /, grad) g = (divg)/-(div/)g-[/g]. Here the differential operator {g, grad) = giDi-\ h ^3^3 acts by components on the vector field /.
Exercises for Chapter 8: Oriented Integration 747 (iv) Let ^ C R^ be as in Theorem 7.6.1. By means of part (ii), prove ({cmlf, g)-{f, curlg))(x)dx = {f x g, v)(y)d2y Jn Jdn = f if, Jdn g X v)(y)d2y. Write Vo'^(^), with k € Nq, for the Hnear space of the C* vector fields / : ^ ^^ R-^ satisfying supp(/) C ^. (v) Deduce that curl : Vo'(^) —> Vq(Q) is a self-adjoint linear operator with respect to the integral inner product on Vq(Q), that is. Jn {curl f,g) = (f,curlg):= {f, curlg)(x)dx (/, g € Vq'(^)). Jn (vi) Show (see Exercise 8.39.(viii) for another proof) grad{/, g) = {f, grad )g+ {g, grad) / + / x curl g + gx curl /. Exercise 8.26 (Maxwell's equations - sequel to Exercise 8.25 - needed for Exercises 8.27, 8.28, 8.31 and 8.33). In the theory of electromagnetism three time- dependent C ^ vector fields on R^ play a role: the electric field E R^xR^►R^ {x,t)h^ E{x,t)\ R^xR^^R^, {xj)h^ B{xj)\ R3xR^R3, {xj)^j{x,t)- the magnetic field B the current (density) j together with a time-dependent C' function on R^: the charge (density) p : R^ x R —> R, (x, t) h^ p(x, t). These entities are mutually correlated by Maxwell's equations, which in addition contain several constants with physical meaning. If these constants are equated to 1 for simplicity, the equations read, in the absence of matter, (V,£)=p, Vx£ = -^, {V,5)=0, VxB = j + ^. 6t 6t Here the divergence (V, •) and the curl Vx are calculated with respect to the variable in R^. (i) Prove that / V, y -|- ^ \ = 0, and that this leads to the continuity equation (V,;) + |^ = 0. at
748 Exercises for Chapter 8: Oriented Integration Let ^ C R^ be an open set as in Theorem 7.6.1, and let S C R^ be as in Stokes' Integral Theorem 8.4.4, that is, S is an oriented surface having the closed curve 9 S with corresponding orientation as its boundary. Now prove the following assertions, under the assumption that the conditions of the theorems used are met. (ii) (Gauss' law). The flux of E across the closed surface 9^ equals the charge inside Q, that is / {E{y,t), d2y)= / p{x,t)dx. (iii) (Faraday's law). The circulation of E along the closed curve 9 S equals the negative of the rate of change of the flux of B across the surface S, that is jjE(s,t),dis) = -—f{B(y,t), day). (iv) (Absence of magnetic monopoles). The flux of B across the closed surface dQ. vanishes, that is Jda {B{y,t),d2y)=0. (v) (Ampere-Maxwell law). The circulation of B along the closed curve 9 S equals the flux of j across the surface S plus the rate of change of the flux of E across the surface S, that is jjB(s,t), dis)= f{j(y,t), d2y) + j( (vi) (Law of conservation of charge). The flux of j across the closed surface 9^ equals the negative of the rate of change of the charge inside Q., that is / {jiy.t), d2y) = -— / p{x)dx. Jan at Jn The electromagnetic energy F and the Poynting vector field P are defined by, respectively, 1 1 F = -{E,E) + -{B,B) and P = E x B.
Exercises for Chapter 8: Oriented Integration 749 (vii) (Law of conservation of energy). Prove by Exercise 8.25.(ii) I F{xj)dx= I {P{y,t),d2y)+ \ {E{x,t), j{x,t))dx, Jn Jdn Jn 9 "9f that is, the flux of P across the closed surface 9^ equals the fraction due to dissipation across 9^ of minus the rate of change of the energy inside Q. We speak of Maxwell's equations in vacuum if p = 0 and j = 0, that is, if (V,£) = 0, {V,5) = 0, Vx£ = -—, Vx5 = —. St St Assume that E and B both are C^ vector fields, (viii) Prove by Exercise 8.25.(i) that in this case V X (V X £•) = -AS, V X (V X 5) = -AB. (ix) Prove D £• = 0, 0 5=0, where D := D^ - A.,. := Df - ^ DJ. That is, both E and B obey the wave equation for a time-dependent vector field G on R^ nG;(x,O = 0 (1 < z < 3, (x,0 e R^ X R). Background. This prediction, in 1864/5, on theoretical grounds of the existence of electromagnetic waves in vacuum is one of the great triumphs of Maxwell's theory. The existence of radio waves was experimentally verified by Hertz in 1887. Exercise 8.27 (Sequel to Exercise 8.26). Use Exercise 8.26.(ii) to give another proof of parts (i) and (ii) from Exercise 7.33. Hint: Let 9^ in Exercise 8.26.(ii) be a straight circular cylinder with axis perpendicular to the plane {x € R^ | xi = 0}, in Exercise 7.33.(i), or coinciding with the X3-axis, in the case of Exercise 7.33.(ii). Exercise 8.28 (Maxwell's equations: time-independent case - sequel to Exercises 7.67 and 8.26 - needed for Exercise 8.29 and 8.51). Under the assumption that the vector fields E and B on R^ are time-independent, one obtains Maxwell's laws in the following form: {V,£) = p, Vx£ = 0, {V,5)=0, VxB = j.
750 Exercises for Chapter 8: Oriented Integration In this case E is curl-free and B is divergence-free on R^. Therefore, one may try to find solutions E and B of the form E = -V0, B = S/ X A, with the function 0 : R^ —> R a scalar potential for E, and the vector field i4 : R^ —> R^ a vector potential for B. (In physics, the minus sign for V0 is customary.) To limit the analytical complications we assume that p € C^(R^) and j € C2(R3, R3). (i) Verify that 0 has to satisfy Poisson 's equation (•) A()!) = -p, while quite obviously V x (V0) = 0. (ii) Demonstrate that A has to satisfy Vx(VXi4) = y, while naturally we have {V, V x/l)=0. (iii) Use Exercise 8.25.(i) to prove that, in addition, under the Coulomb gauge condition {V,A)=0, the vector potential A has to satisfy Poisson's equation by components (••) AA = -j. We now inquire about solutions 0 of (•) and A of (••) that satisfy the following boundary condition at infinity: lim <p(x)=0, lim A(x) = 0. ||a'||—>-oo pll—>-oo (iv) Apply Exercise 7.67.(vii) and conclude (note that, contrary to our usual conventions for potentials, the minus sign is missing; this is because in electro- magnetism the forces between like charges are repulsive) '^w = 7-/' ir^^^' (^^»')- 4:t Js? \\x-x'\\ Verify that now the electric field E is described by Coulomb's law E(x) = — f ^^^^ (x - x')dx' {x € R^).
Exercises for Chapter 8: Oriented Integration 751 (v) Prove, in similar fashion as in (iv), Aix) = -/-/" -^-—jix')dx' (x € R^). Verify that now the magnetic field B is described by the Biot-Savart law B{x) = ^ f ^---j {x') X (X - x') dx' {X € R^). (vi) Verify that the Coulomb gauge condition {V, A ) = 0 is met. Hint: Use Corollary 7.6.2 and the continuity equation (V, y ) = 0 (see Exercise 8.26.(i)). Exercise 8.29 (Helmholtz-Weyl decomposition - sequel to Exercises 8.25 and 8.28 - needed for Exercise 8.30). Let A^ be the Newton vector field on R" from Example 7.8.4, and let * be the convolution from Example 6.11.5. Demonstrate that the results from Exercise 8.28.(iv) and (v) can be generalized as follows. (i) A C^ vector field / on R" with Af = 0 is uniquely determined by div /, if this function has compact support on R", via / = (div/)*Af. Here the integration is carried out by components of A^. (ii) A C^ vector field / on R" with div / = 0 is uniquely determined by Af, if this vector field has compact support on R", via / = {Af) * ;V; in more explicit notation, for 1 < z < w and x € R", fi{x)= V I {Djf-Difj){x')Nj{x-x')dx'. (iii) Let / be a C^ vector field on R^ with compact support. Verify there exist a C' function g : R^ —> R and a C' vector field ft : R^ —> R^ such that we have the following Helmholtz-Weyl decomposition: Prove that g and h 8i^) I,/'v-\ / = = grad g are solutions if = -/■ 1 r \\x- 1 + curl/2. ix-x')) -x'lp j:/../\ ,, dx',
752 Exercises for Chapter 8: Oriented Integration Deduce / = grad g + fi with /2 divergence-free on R^. Hint: Write / = A(/ * p), where the actions of convolution and A are according to components of / and p(x) = —-^-a^,, for x € R^ \ {0}, and use the identity from Exercise 8.25.(i). Exercise 8.30 (Hodge decomposition - sequel to Exercise 8.29). We want to determine conditions for the uniqueness of the summands /i and /2 occurring in the decomposition / = /, + /2 = grad g + f2 from Exercise 8.29.(iii)- And we would like to generalize this decomposition to R". Therefore we consider a set U C R" and vector fields f\ and /z : t/ —> R" satisfying the conditions from Theorem 7.6.1. Moreover, we assume that /i possesses a potential gonU, that /2 is divergence-free on U, and that /2 is parallel to 9t/, which means (/2, v){y) =0 for y € ^U, with v as in Theorem 7.6.1. (i) Prove div(g/2) = {/i, /2) and use Gauss' Divergence Theorem 7.8.5 to conclude that f {fuf2)(x)dx=0. Ju (ii) Now assume /i and /2 satisfy the same conditions as /i and /2, respectively, and /i -I- /2 = fi+ fi- Prove f^ \\ (/i - fi)(x)f dx = 0, and deduce that /i = 7i and /2 = J2 on U. As to the existence of /i and /2, we note that / = grad g + /2, with /2 divergence- free on U and parallel to 9t/, implies div / = divgrad g = Ag on U as well as {f,v) = {grad g,v) = ^ on dU. Given a C^ vector field / on U it is therefore sufficient to determine a C^ function g onU with (*) Ag = div/ on U, ^ = {f,v) on dU, dv where we also need that ^ is well-defined on dU. Indeed, f\ = gradg and f2 = f — grad g then form a solution. A partial differential equation, together with a boundary condition Ag = p on U, -— = q on dU, av for given functions p and q, is said to be a Neumann problem on U. (iii) Using Green's first identity, verify that the following condition is necessary for the solvability of the Neumann problem: / pix)dx = / qiy)d„_iy. Ju Jdu
Exercises for Chapter 8: Oriented Integration 753 (iv) Verify that the condition from part (iii) is satisfied in our problem (•). We state without proof that, for sufficiently well-behaved dU, the condition from part (iii) is also sufficient for the solution of the Neumann problem. (v) Assume the vector field f on U satisfies the integrability conditions. Prove that /2 is a harmonic vector field on U, and that we have the direct sum decomposition / = grad g ® f2 with /2 harmonic on U and parallel to dU. Assume « = 3. Let m = bi/ be the differential 1-form on U associated with / according to Example 8.8.2, and similarly mi with /i, and C02 with /2. (vi) Show Ml to be exact. Assume m is closed. Then the cohomology class of 0) in the first de Rham cohomology H^(U) has a harmonic representative, namely C02, satisfying [m] = [0)2] €H\U), dM2 = 0, d*M2 = 0. Here the Hodge operator * : Q^(U) —> Q^(U) is defined by *bi = b2, furthermore * : Q^iU) -^ Q°iU) by *(/dx) = f, and finally d* = *rf* : Q^(U) —> Q°(U). (A more intrinsic definition is possible but is not discussed here for lack of space.) Background. The sum decomposition of the closed form m = mi + a>2 into an exact form a>i and a harmonic form (i>2 is called a Hodge decomposition^ of m. It is used to investigate under what conditions on U the de Rham cohomology H'^{U) is a finite-dimensional vector space, for ^ € Nq. Exercise 8.31 (Maxwell's equations in covariant form - sequel to Exercise 8.26). We employ the notation, and make the assumptions, from Exercise 8.26. Note that £(•, t) and B{-, t) both are C^ vector fields on R^ dependent on a parameter f € R. In this exercise, the operators b, curl, div, grad, A and the differential form dx = dx\ /\ dx2 A dxj, are associated with R^. The operators d and Dq := ^ are associated with R''. Define, for (x, t) € R'', Six,t) = b,(£(.,0)(^) e ^'(R^), Six,t) = b2iBi;t)Xx) € ^2(R'*). (i) Taking the indices / modulo 3, verify 6= 2_, Eidxi, S= 2_. Bi dxi+\ Adxi+2- i<;<3 i<;<3 See for more details in the case of n = 3: Cantarella, J., DeTurck, D., Gluck, H.: Vector calculus aiid the topology of domains in 3-space. Amer. Math. Monthly 109 (2002), 409 - 442.
754 Exercises for Chapter 8: Oriented Integration Introduce the Faraday form r = S Adt + £ eQ^iR'^). (ii) Demonstrate, using Formula (8.54), dr = dSAdt+dS = \?2(cmlE + DoB)Adt + (divB)dx € ^^(R''). (1) Define the Hodge operator * € Lin (^^(R''), ^^CR"*)) by, for 1 < z < 3, *(rfX/_j.i A dXi_f_2) = dXj A dt, *(dXi A dt) = —dXi_f_i A dXi_^2- (More intrinsic definitions are possible but are not discussed here for lack of space.) Further, introduce (iii) Verify *r = JiAdt-3)€ Q.'^iR'^). (2) Let $ = -pdt + \>J eQ'iR"). Introduce the Hodge operator * € Lin (^' (R"*), ^^(R'')) by *(dXi) = dXi+i A dXi+2 A dt, *(dt) = dx. Then * is a bijection since it takes a basis into a basis. Therefore, define * € Lin (^^(R''), ^' (R"*)) as the inverse of the mapping just defined. (iv) Now prove d(*3=^) =dJi Adt -dS) = b2(curl B - DqB) Adt - (div E) dx (3) = *g€ ^3(R^). Thus, using (1) and (3), one may formulate Maxwell's equations as the following system of equations for the Faraday form on R"*: dr = 0 and d^r = g, where ^* = *d* : Q.'^iR'^) -^ ^'(R"). The Hodge operators can be shown to be independent of the choice of a basis in R'', but they do depend on the choice of an orientation. Consequently, the formulation of Maxwell's equations given above is independent of the choice of coordinates in R''. In physics an equation is said to be covariant if its form is independent of the choice of coordinates used to write the equation.
Exercises for Chapter 8: Oriented Integration 755 (v) Prove that, in terms of the exterior derivative ds associated with R^, Maxwell's equations take the form of identities between differential forms on R^ with additional dependence on a parameter in R, as follows: d3S> = pdx, dsS+DoS = 0, rfaS = 0, d^^M - DqS:) = \>2J. (vi) Show that the integral theorems from Exercise 8.26.(ii) - (v) immediately follow, by application of Stokes' Theorem 8.6.10. Since 3^ € ^^(R'') is a closed C' differential form, it follows from Poincare's Lemma 8.10.2 that there exists a C^ differential form %, € ^^(R'') with 5" = d%,. (vii) Demonstrate the existence of C^ potentials 0 : R'' —> R and A : R"* —> R^ with % = -(j)dt + \)iA€Q.\^*). The equation 3^ = d% now leads to expressions for E and B in terms of 0 and A E = -V(p - DqA, B = ^ X a. (4) Use (2) and (4) to show that the equation d*3^ = $ is equivalent to d ^ ((A+i^i+2 - A+2^/+i) dxi A dt + (A-0 + DoAi) dxj+i A dxi+2) = *$■ (5) Note that ^ is not completely determined by $, and that, consequently, (5) does not completely determine 0 and A; it follows that we may impose another condition. (viii) Try to find ^ such that the Lorentz gauge condition d*% = 0 is satisfied. Then verify that ( V, A ) + Do0 = 0. Demonstrate that under this assumption (5) is equivalent to the following equations for 0 and A, for given p and j, respectively: D 0 = p, \JA = j, where D = D^ - A (6) is the wave operator or D'Alembertian. In general, % + df will satisfy the Lorentz gauge condition if D / = 0. In Exercise 8.34 we prove that solutions of (6) are given by the retarded potentials, for(x,f) eR^'withf > 0, ^, . 1 /• p{x\t-\\x-x'\\) ^ , (f)(x,t) = — dx , ^^ J\\x-x'\\<r \\X-X'\\ 1 r J(x',t-\\X-X'\\) , Aix,t) = — -^' „ ,„ "'dx\ ^^ J\\x-x'\\<t \\X-X'\\
756 Exercises for Chapter 8: Oriented Integration Exercise 8.32 (Invariance of wave operator under Lorentz transformation and special relativity - sequel to Exercise 2.39 - needed for Exercises 5.70 and 5.71). Let 7„_j.i in Mat(« + 1, R) be the diagonal matrix having —1, 1, ..., 1 on the main diagonal. The mapping 0',y)^ly,y]= y'Jn+J■■ R"+' x R"+^ ^ R is a nondegenerate symmetric bilinear form on R""*"'. A Lorentz transformation of R"+^ is a linear mapping L € End(R""'"^) leaving this form invariant, that is, one that satisfies fLy, LJ] = ly,'y'\, for all }', y € R"+^ The Lorentz group lM(n + 1,R) consists of all Lorentz transformations of R"+'. (i) Consider (t, x) € R x R" ~ R"+'. Prove \it,x), (T,x)l =t7- (x,x), (t, TeR, x,x € R"). Show L € Lo(« + 1, R) if and only if L'J„+iL = Jn+i- From this deduce detL = ±1 for L € Lo(w + 1, R), furthermore that Lo(w + 1, R) indeed satisfies the axioms of a group, and also that L € Lo(w + 1, R) if and only if L' € Lo(« + 1, R). Let S„+i be a diagonal matrix with Sf,_^i = Jn+i- Then L € Lo(w + 1, R) if and only if S„+iLS^^i is an orthogonal linear mapping (with complex coefficients). (ii) By means of part (i) and Exercise 2.39 verify that the wave operator or D'Alembertian n = Df- A, = Df- Y^ Dj in R"+^ is invariant under Lorentz transformation, that is D (/ o L) = (D/) oL (/ € C\R"+'), L € Lo(n + 1, R)). Background. The invariance under Lorentz transformations of the wave operator, and also of Maxwell's equations, played a role in the development of the theory of special relativity in physics. (iii) Assume n = 1. Then L € Lo(2, R), detL = 1 and trL > 0 if and only if there exists a number f € R with cosh f sinh f / cosnf smnf \ ^ V sinhf coshf / Verify that L^ o L^i = L^+^i and thus LZ = L_f, for all f and f' € R. The mapping L^ is said to be the hyperbolic screw or boost in R^ with rapidity f. Hint: If L(l, 0) = (t, x) then l(t, x), (t, x)l = t'^ - x'^ = 1, and therefore there exists a unique number f € R with t = cosh f and x = sinh f. For the computation of L(0,1) = (T,x) use l(t,x), (T,x)] = 0 and detL = tx — tx = 1.
Exercises for Chapter 8: Oriented Integration 757 Next we define — 1 < t; < 1 by tanhf = V, then 1 1 + t; 1 f = o l°g 1 ' ^°^^ f = /. ='■ V' sinh ^ = yv. In physics f is called the rapidity of the velocity v. Addition of rapidities corresponds to the following relativistic law for addition of velocities: V\ + V2 V := tanh(f 1 + ^2) = "r- (vi = tanhf,). 1 + t;it;2 (iv) Verify, if (F, x) = L_^(t, x) for t and x € R, and / 1 -t; \ , 7=yit-xv), L_f = yf ), that (v) Next we generalize to R"+^ the Lorentz transformations having the form from part (iv). Let v € S""' = {x € R" | ||x|| = 1} and -1 < t;o < 1 be arbitrary and write y = (I — Vq)^2, Prove that L € Lo(« + 1, R) if / t \ ( yit-vo{x,v)) \ Li ) = { (f€R, x€R"). \x/ \ X+ {(y - \){x,v) - yvQt)v / Hint: Direct computation, or else proceed as follows. Write x = X[[+ x± for the decomposition in R" of x in components parallel and perpendicular to v. Application of part (iv) to the linear subspace in R"+^ ~ R x R" spanned by eo and v then gives T=y(t - vq{xh,v)), X|| = )/(x|| - t;of t;), xj_ = x_l. Since xj = (x, t;) t; and xj_ = x — (x, t;) t; we obtain X =x±+X[[ = x± + y(x[\ — VQt v) = X — {x,v) V + y({x, v) V — vot v). (vi) Let t; € S""^ be arbitrary and let 0„ denote 0 € Mat(w, R). Put
758 Exercises for Chapter 8: Oriented Integration Prove V'Jn+i + Jn+iV = 0. Note that vv' € Mat(«,R), and show by induction y2j =(i„!')' '"'='' '^■"'"- Demonstrate for f € R (see Example 2.4.10 for the definition of exp) El / coshf sinhf v' -,i^ vy = j^f^^ y! V sinh f t; /„ + (-1 + cosh f) t;i =: B^y. Thus, for f € R and X € R", fcoshf +(x, t;)sinhf (t \ / fcoshf +(x, t;)smhf \ = X / \ t sinh ^ V + {x, v) cosh ^ v + x — {x,v) v / B^y is said to be the hyperbolic screw or boost in the direction v € S"^^ with rapidity f. See Exercise 5.70.(xii) and (xiii) for another characterization of a boost. Verify that {x, v) v, the component of x along v, undergoes a hyperbolic screw in the plane spanned by e^ and v with rapidity f, and that x—{x,v)v, the component of x perpendicular to v, remains unchanged under the action of B^^. Now define —1 < vq < 1, the speed of the boost, by 1 tanhf = Vq, then coshf = ^ =: y, sinhf = y vq. Verify that B^^y equals the Lorentz transformation L given in (v). (vii) Consider (T,x) = L(t,x) as in (v). Prove that elimination of yt from the expression for x in (v) gives X = Jl — Vq{x, v)v +x — {x, v}v — Votv. Deduce that for two different points with coordinates x and }', and x and y, respectively, ||x - yil = (1 - vl) II (X - y)^^f + \\ix- y)^f. For a stationary observer objects that move with velocity vqv € R^ contract by a factor (1 — v^)^ along the direction of motion while there is no contraction perpendicular to the direction of motion; this is the FitzGerald-Lorentz contraction of space.
Exercises for Chapter 8: Oriented Integration 759 (viii) Now assume v = ei € R^. Then similarly elimination of yxi from the expression for t in (v) gives t = ^l - V^t - VqXi. Deduce that for two different moments with coordinates t and u, and t and u, respectively. t — u = JI — Vgit — u). For a stationary observer clocks that move with velocity hqi; € R^ run slower by a factor (1 — iio)2; this is the dilatation of time. In particular, long journeys across cosmic distances would be instantaneous for an observer traveling with the speed 1 of light (in our usual normalization). Exercise 8.33 (Wave equation in three space variables - sequel to Exercises 3.22, 7.53, 8.26 - needed for Exercise 8.34). Consider the wave equation, which we encountered in Maxwell's theory, in particular in Exercise 8.26.(ix) (•) — Dfu(x, t) = Ajcu(x, 0 = X! ^7"(-^' 0 (c > 0), for a C^ function m : R^ x R —> R, with (x, t) i-> u(x, t). We want to solve the initial value problem for this equation, that is, we look for solutions u of (•) which in addition satisfy the following initial conditions, for t = 0: (••) u(x,0) = fix), D,u(x,0) = gix) (xeR^), for given functions / € C^(R^) and g € C^(R^). Form the spherical means with respect to the space variable, as in Exercise 7.53, for the functions u, f and g, and write the resulting functions as m„ : R^ X R X R —> R and nif, mg : R^ x R —> R, respectively. In particular, iu(x,r,t) =-— I u(x+ry, t)d2y. 47r y||_,,||=i m,; (i) Prove (ii) Show m„ix, 0, t) = u(x, t), m„(x, r, 0) = mf(x, r), Dtm„(x, r, 0) = mg{x, r). 1 , — D,m„{x, r, t) = Aj^m^ix, r, t).
760 Exercises for Chapter 8: Oriented Integration (iii) Prove by means of Exercise 7.53 that, for x € R^ fixed, the function (r, t) i-> m,j(x, r, t) satisfies the following partial differential equation: 1 2 — Dfm„ix, r, t) = Dlmi,{x, r,t) + - Z),.m„(x, r, t). c^ r Conclude that {r, t) i-> rmi,{x, r, t) satisfies the wave equation in one space variable 1 — Df {rm^,{x, r, t)) = D^ (rm„ix, r, t)), rm^iix, r, 0) = rnifix, r), D, {rm„ix, r, 0)) = rnigix, r). (iv) Prove, by means of Exercise 3.22.(iii), rmi,{x, r, t) = -{(r + ct)mf(x, r + ct) + (r — ct)mf(x, r — ct)) ■[ pr+ct +— / smg(x, s)ds. ^C J!•_ igy -ct The definitions of mf(x, r) and mg(x, r) show that the functions r i-> mf(x, r) and r i-> mg(x, r) are well-defined on all of R, and are even functions. (v) On the basis of the foregoing observation, prove that (ct + r)mf(x, ct + r) — (ct — r)mf(x, ct — r) m„(x,r,t) = 2r "cr+r 1 r"+' -\ / sm„(x,s)ds. 2cr j„_. Hint: J"^',,^) smg(x, s) ds = 0. (vi) In the formula in (v), take the limit for r —> 0, and prove by (i) u(x,t) = Dp\^^^^^{pmf(x,p))-\-tmg(x,ct) = D,{tmf(x, ct))-\-tmg(x, ct). That is, u is given by the following, known as Kirchhoff's formula: (***) u(x,t) = :i~ ifi^ + cty) + r g(x + cty) + tD,f(x + cty)) d2y. 47r y 11^, 11=1
Exercises for Chapter 8: Oriented Integration 761 (vii) Conclude that formula (• • •) gives the unique solution of the initial value problem (•) and (••). In the following we shall assume that there exists a bounded set AT C R^ such that supp(/) C K, supp(g) C K. (viii) Let t > 0 and u(x, t) ^ 0. Prove that then there exists az € K such that x lies on the sphere in R^ of center z and radius ct. Thus, in particular, there exists, for all f > 0, an open ball 5, in R^ about the origin and off-dependent radius such that X ^ Bf =^ u(-, t) = 0 in a neighborhood of x. Note that according to formula (•••) the solution u may be one order less differen- tiable than the initial / and g. This is a "focusing effect": irregularities from various places in the initial data are focused, thus leading to caustics, that is, (smaller) sets of stronger irregularity. Nevertheless the solution u is "on average well-behaved", as becomes evident from the following. Define the energy E(t) of the solution u at time t by Eit) = - lU-Dru) +||grad,M||M(x, t)dx, with grady the gradient with respect to the variable x € R^. (ix) Prove that £ is a conserved quantity, that is, t i-> E(t) is a constant function. Hint: One has -j^iO = (^ iD,u) (Dfu) + {grad, u, grad,(Am) ))(x, t) dx = I DfU (— Dfu — AxUj(x,t)dx + f -^iy,t)DrUiy,t)d2y = 0, by Green's first identity from Example 7.9.6, and part (viii). Exercise 834 (Inhomogeneous wave equation - sequel to Exercises 2.74 and 8.33 - needed for Exercise 8.35). We want to find a C^ function m : R'' —> R satisfying, for a given function g € C^(R'^), the inhomogeneous wave equation (•) D M = g.
762 Exercises for Chapter 8: Oriented Integration Let T € R be chosen arbitrarily, and let (x, t) i-> v(x, t\ t) be a solution of the initial value problem D11 = 0, v{x, t) = 0, Dqv{x, t) := —{x, t) = g{x, t) (x € R ). dt On account of Kirchhoff's formula from Exercise 8.33.(vi), this is satisfied by v{x, t; t) = ——^ / g{x + (f - T)y; t) rfz}' ((•^. 0 € R^ x R). 47r y||^,||=i Now define, assuming convergence, (•) m(x, t) = I v(x, t; t) rfr ((x, t) € R^ x R). Jo Then u(x,0) = 0, and we find, by means of Exercise 2.74, (••) Dou(x,t) = v(x,t;t)+ I Dov(x,t;T)dT= j Dov(x,t;T)dT, Jo Jo because v(x,t;t) = Om view of the initial condition on v. Hence, Dou(x, 0) = 0. Furthermore, differentiation of (••) gives Dlu(x,t) = DQv(x,t;t)+ D^v(x,t;T)dT=g(x,t)+ Dlv{x,t\T)dT. Jo Jo And, from (•), Au{x,t)= / Av{x,t;T)dT= I D^v{x,t;T)dT. Jo Jo Upon subtracting these results we obtain D u{x, t) = g{x, t), u(x, 0) = 0, Dou(x, 0) = 0. Therefore uix,t) =— (t-r) g{x + (t - T)y; t)d2y dr ^^ Jo J\\y\\=i ^^ Jo J\\y\\=\ Substitution of y = 4'(x') = -(x' — x) leads to the retarded potential from Exercise 8.31 1 r' 1 gix',t-sgn(t)\\x-x'\ u{x,t) =— - g(x';t-T)d2x'd 4-7T Jo T y||.v'_j;|| = |T| -/■ 4:t yii,_w||<|r| l|Ji:-Ji:'ll dx'.
Exercises for Chapter 8: Oriented Integration 763 Background. The value of the potential u at the point (x, t) € R'' with t > 0 is exclusively determined by the charge density g at points (x', t') € R'' with t > \\x — x'W = t — t' >_ 0. These points {x', t') lie on that part of a "rearward" conical surface in R'' which has apex {x, t) and lies in the "positive" half-space in R''. The method used here to solve an inhomogeneous equation is a special case of Duhamel's principle. Exercise 8.35 (Fundamental solution - sequel to Exercises 6.49, 6.68, 6.92, 6.105, 7.67 and 8.34). Let / € C^(R") be given. Prove that the inhomogeneous partial differential equation P(D)m = / on R" has a solution m = /*£ € C^(R"), where * denotes convolution and E € C°°(R" \ {0}) satisfies the homogeneous partial differential equation P(D)E = 0 on R" \ {0}, in the following cases: variable PiD) E{x) Exer. (i) (ii) (iii) (iv) (V) (vi) X € R X € R2 X € R2 x € R" (« 7^ 2) x€R^ (x, t) € R" X R D' {s > 0) \{D^+iD2) T{s) 1 1 71 X\ + iX2 ^loglkll A + iJ,^ i-'^-^ (2-«)|S"-M ||x||"-2 1 e±'>ll.v|l 4n \\x\\ 1 {AnktYl"^ 0, e «' {t > 0) (r<0) 6.105 6.49 7.67 7.67 6.68 6.92 Such a solution E is said to be a fundamental solution for the partial differential operator P{D). The operator in (i) is fractional differentiation; in (ii) it is the Cauchy-Riemann operator; in (iii) and (iv) the Laplace operator; in (v) the Helmholtz operator (see the technique of the Exercise 7.67); and in (vi) the heat operator. Background. In the case of the wave operator D} — A^ from Exercise 8.34 the situation is more complicated; it turns out that E never is a differentiable function on R"+^ \ {0}. For instance, for « = 1 a solution E is given by the function with the constant value | on the forward cone {(x, f) € R^ | |x| < t}, and the value 0 elsewhere. And E even fails to be a function for larger values of «; nevertheless it always is a distribution, a generalization of the notion of a function. For that reason the retarded potential from Exercise 8.34 where n = 3 can not immediately be recognized as a convolution product.
764 Exercises for Chapter 8: Oriented Integration Exercise 8.36 (Brouwer's Fixed-point Theorem - sequel to Exercise 6.103). The assertion from Example 8.8.3 holds for an arbitrary continuous mapping / : t/ —> R" instead of a C^ mapping /. We now prove this, leaving it to the reader to fill in the details. Suppose f(x) ^ X, for all x € B". The continuous function x i-> ||/(x) — x|| then reaches a minimum of value 4m > 0 on B". By application of Weierstrass' Approximation Theorem from Exercise 6.103 by components, for example, / can be approximated by means of a polynomial function p : 5" —> R" such that in the uniform norm || ■ || on B" ||/-p|| <m. This gives ||p|| < I +m. We therefore have p := j^^p '■ B" —> B", while (1 \ nt 1 - -T—-)\\P\\ <m + ——(1 +m) = 2m. 1 +m/ I +m Consequently, for all X € B", IIpW-^11 = ll/W-x-{f-p){x)\\ > ||/(x)-x|| - 11/-pii > Am — 2m = 2m > 0. By Example 8.8.3, the polynomial function p does have a fixed point x € B", and this implies a contradiction. Exercise 8.37 (Sequel to Exercise 6.23). Use Exercise 6.23.(i) in order to show that Brouwer's Fixed-point Theorem is false for open balls. Exercise 8.38. Prove that Formula (8.49) can be written as = — X! ^g"^^') ^^ ° °')('^i' ■ • •. »^/t) (?? o cr)ivk+i, ..., Vk+i). Hint: Note that in this formula {o-(l),... ,a(k)} and {a(k + I),... ,a(k+ 1)} are not ordered. Exercise 839 (Vector analysis in R^). We derive the formulae in Exercise 8.25.(ii) and (iii) using differential forms. If t; is a vector field on R^, let bi t; € ^' (R^) and b2ii € ^^(R^), be the corresponding 1-form and 2-form, respectively, as in Example 8.8.2. Further, denote by iy the contraction with the vector field v as in Formula (8.57), and by L„ the Lie derivative in the direction of v as in Formula (8.55). (i) Recall that iydx = \)2V, and deduce from Formula (5.29) that Lydx = divvdx € ^^(R^).
Exercises for Chapter 8: Oriented Integration 765 (ii) Prove, for vector fields vi and 112 on R^, Further, show bi(t;i xt;2) = -ivi^ivi = iv2^2Vi, biHi Abit;2 = \>2iviy.V2) = iv,xv2dx. (iii) Suppose 113 is a vector field on R^. Compute «„, (bit;2 A bi 113) € ^' (R^) using (ii) and the antiderivation property of z„,, and deduce Grassmann's formula from Exercise 5.26.(ii). (iv) Compute dQ>iVi A bit;2) € ^^(R^) by means of (ii) and the results in Formula (8.54), and deduce the identity in Exercise 8.25.(ii). (v) Prove [L„,, iy^] = i[vi,v2]- To this end, note that [L„,, iy^] is an antiderivation that takes ^-forms to (^ — 1 )-forms and that vanishes on Q° (R^). It is sufficient therefore to establish the identity on ^^(R^). (vi) Apply the homotopy formula to b2(curl(t;i x 112)) = d{bi(vi x 112)) = divi^i^i- Then, using part (i), note that L„,b2iii = L^iy^dx and apply part (v). Finally, deduce the identity in Exercise 8.25.(iii). (vii) In the same way as above show curl(/t;) = /curl v + (grad /) x v, for /€C'(R3). (viii) Prove the identity in Exercise 8.25.(vi). Todoso, start with bi (grad (ni, 112)) = (doiy^)[)lV2 and apply the homotopy formula. Further, useL„,/ = {Df)v\, for / € C'(R3), and [^, L„,] = 0. Exercise 8.40 (Divergence in arbitrary coordinates - sequel to Exercise 3.14). Using differential forms we give two different proofs of the following formula (•) from Exercise 3.14: (*) (div f) o vl/ = y Diif'-'^ det Dvl/). l<i<n Here U and V are open subsets of R", while / : t/ —> R" is a C^ vector field and <if :V ^ UissiC^ diffeomorphism, and / o 4/ = I^,^,-^,, f^''> Dj^ : V -^ R". (i) Consider b„_i/ € Q"^^(U), and derive from Example 8.8.2 the following equality of differential forms in ^""^(V): vl'*(b„_,/) = Y^ (-ly-'f^detD^dyr; 1 <i <n
766 Exercises for Chapter 8: Oriented Integration deduce ^(vl'*(b„_i/)) = J2 A(/'^detDvI/)rfy€^"(V). l<i<n Prove, for g € C(U), (••) ^*(gdx) = g o 4' det D4' (iy and verify, as in Example 8.8.2, 4'*(^(b„_i/)) = (div /) o ^ det D^ dy. Using Theorem 8.6.12 deduce Formula (•). (ii) Using the homotopy formula from Lemma 8.9.1 deduce that div f dx = doif dx € Q" (U). Prove, by applying 4'*, Formula (••) and Theorem 8.6.12, (div /) o 4/ det D^/ dy = ^(4'*(i/ dx)) = d(i^*f^*dx) = d(detD^i^*fdy). Here, in the notation of Exercises.14, we have the vectorfield 4'*/ : V —> R" satisfying (vI^VX}') = Z)vI/0,)-'(/o vl/)(y) = i:i,,,„/«0')^/. Deduce Formula (•) using rf(det D^/ i^*f dy) = ^ A (f^ det D^) dy. l<i<n Exercise 8.41 (Lie derivative of vector field and differential form - sequel to Exercise 3.14 - needed for Exercises 8.42,8.43 and 8.46). Let U be open in R". Suppose X is the vector field on U satisfying X = ^|,_o'I'', for a one-parameter group of C ^ diffeomorphisms (^')tsR- If <w is a C ^ differential form in Q''(U) and Xi, ..., Xjt are C^ vector fields on t/, then g := a)(Xi,..., X^) belongs to C^(U). (i) Verify that Definition 8.6.7 of the pullback (<!>')* acting on differential forms gives, for X € U, i^rgix) = aiiXu...,Xk)(^'ix)) = a)i^'ix)){D^'ix)D^'ix)-^Xii^'ix)),..., D^'(x)D^'(x)-^Xki^'(x))) = {i^roj)ix){i^rxiix),..., i^rx.ix)). Here we used that, in view of the definition of pullback of a vector field from Exercise 3.14, D^'ix)-\X! o ct>')(x) = i^yXiix) (1 < i < k).
Exercises for Chapter 8: Oriented Integration 767 Note that Lxg = Xg := (Dg)X. Now define, for a vector field Y on U, d LxY = dt (ii) Using Proposition 2.7.6 and the definition of Lie derivative of a differential form from Formula (8.55), deduce from part (i) the following derivation property for the Lie derivative Lx'. XicoiXi,..., Xk)) = (LxcoXXu ...,Xk) + J2 o)iXi,...,LxXi,...,Xk). Next we study LxY, for vector fields X and Y on U. The proper framework for studying vector fields is that of derivations; it is in this context that one obtains the correct functorial properties. (iii) Prove, on account of the chain rule, for any / € C^(U), (i^'rY)if)ix) = D/(x)((<I.')*F)(x) = Dfix)D^-'i^'ix))iY o ct>')(x) = Dif o ct>-')((t>'(x))F(<I>'(x)) = i^'nY(i^-'rf))ix). {i^'TY)/ = ^ at i^'r{Y{i^-'rf)) t=0 Deduce d (LxY)f =- dt ,^0 = X(Yif))-Y(Xif)), which implies LxY = XY-YX = [X, Yl (Lx^)(X,,..., X^) = XicoiXi,..., Xk)) + i:,<,<, ^(Xi,..., [X,-, X],..., X,). Exercise 8.42 (Homotopy formula and exterior derivative - sequel to Exercise 8.41 - needed for Exercise 8.43). Let U be open in R", let co € ^*(t/) be a C^ form, and let Xi, ..., X^+i be C^ vector fields on U. The homotopy formula from Lemma 8.9.1 implies ix.do) = Lx.ct) — dix,M,
768 Exercises for Chapter 8: Oriented Integration while the derivation property for Lx, from Exercise 8.41 yields — 2_^ (^(Xi,■ ■ -AXi,Xj],...,Xk+i). 2<j<k+l By combination of these two formulae derive dMXi,..., Xk+i) = XiicoiX2,..., Xk+i)) + J2 i-'^y^'(^i[Xi,XjiX2,...,Tj,...,Xk+i) l<j<k+l -diixiO))iX2,...,Xk+i). More generally, one can tackle the last term, which involves ixiO) € ^*"' (U), by the same method. Verify the following formula by mathematical induction over Jfe€No: d(o(Xr,...,X,+0= Yl (-^y^'X,i(o(Xi,...,Xi,...,X,+r)) \<i<k+i + Yl i-iy^'o)aXi,xjixi,...,Xi,...Xj,...,Xk+i). l<i<j<k+l Background. In algebraic contexts, for instance in Lie algebra cohomology, the formula above is often adopted as the definition of the exterior derivative d. Furthermore, the result from Proposition 8.6.11 is a direct consequence. However, a direct proof of (i^ = 0 (compare with Theorem 8.7.2) on the basis of this definition is tedious and not illuminating; therefore we give a different argument in Exercise 8.43 under a mildly restrictive extra condition. (Using some more theory, one may get rid of this restriction.) Exercise 8.43 (Proof by algebra ofd^ = 0- sequel to Exercises 8.41 and 8.42). Let the notation be as in Exercise 8.42. Furthermore, let <I> : t/ —> t/ be a diffeomorphism and let <I>* be the corresponding pushforward of vector fields on U as defined in Exercise 3.15. For a vector field X on U and / € C^(U) we define Xf € CiU) by Xf = {Df)X. (i) Verify <I>*((<I>*X)/) = X(<I>*/), and conclude that (<I>,X)/ = (<I>-')*(X(<I>*/)). (ii) Let F be a vector field on U. Deduce from part (i) that <I>,[X,F] = [<I>,X, cD.F].
Exercises for Chapter 8: Oriented Integration 769 (iii) Using Exercise 8.41.(i) prove, for a C^ differential form m € Q^(U) and C' vector fields Xi, ..., Xj. on U, (cD^ojXX,, ..., X,) = ^^oii^^Xi,..., ^A)). (iv) Successively apply part (iii). Exercise 8.42, and parts (i) and (ii) to obtain ^*(dM) = rf(<t>*ftj), in other words [<!>*, d] = 0. Let X be as in Exercise 8.41 but otherwise arbitrary and deduce [Lx, d] = 0. (v) Prove the homotopy formula LxO) = d(ixO)) + ix{doi) on the basis of the formula for LxOi from Exercise 8.41.(iii), and for da> from Exercise 8.42, respectively. Next conclude that [ix, d^'\ = 0 by means of part (iv) and the homotopy formula. Finally, use mathematical induction over ^ € No to show d'^o) = 0, for every o) € OJ^iU). Exercise 8.44 (Closed but not exact). Supposes > 2. Define, as in Formula (8.73) a € ^"-^(R"\{0}) by a{x) = ij-^ dx) =-\- T (-1)'-^ d^. \\\x\\" I ||x||" |^^_ (i) Demonstrate that the closed differential form a is not exact, that is, there is no ?7 € ^"-2(R" \ {0}) with a = dr]. Hint: Recall that /^„_i a = |S""'| and apply Stokes' Theorem, noting that dS"-^ = 0. (ii) Take n = 2 and let 4' : V —> t/ with ^(r, a) = r(cosa, sin a) be the substitution of polar coordinates from Example 3.1.1. Prove ^*a = da on V. Background. The angle function a is multi-valued on R^ \ {0}, and this is the obstruction why a is not exact on all of R^ \ {0}. On the other hand, the summands involving multiples of 2;7r are annihilated when one applies d toa. Exercise 8.45. Let t/ = R^ \ {(0,0, X3) | X3 € R} C R^ and let m be the C° differential form X3 CO = — j(X2dXi — Xi dX2) € ^ (U)
770 Exercises for Chapter 8: Oriented Integration (i) Verify 1 do) = — ^(xi dx2Adx3+X2dxsAdxi) € Q,^(U) and d^co = 0. Fix T/f € [-f, f ] and define the C°° embedding (P: D :=]-7t,7t[ x'^f,^[^ U by (j)(a,6) = (cos a cos 0, sin a cos 0, sin0). (ii) Prove(f)*a) = —sm9da € ^'(D). Deduce d((p''a)) = (j)*{dci>) = cosOdaAdO € 0^(0), and verify the second identity also by a direct computation, (iii) Check the identity f da> = /g m from Stokes' Theorem by proving I COS 6 dadO = In(1 — sin rj/) = — sin rj/ I da — I i Jd J-jt Jtt JdD da J —JT Jtt sin 6 da. Background. The oriented line integral above gives the angle of daily rotation of Foucault's pendulum from Exercise 5.57. See Exercise 8.10 for the same computation in terms of vector fields. Exercise 8.46 (Hamiltonian mechanics in terms of differential forms - sequel to Exercises 3.8,3.15,5.76 and 8.41). In mechanics the cotangent bundle T* Q — Q X R''* of a submanifold Q of dimension d, see Exercise 5.76, plays an important role. T*Q arises as momentum phase space of a system: q € Q represents the generalized coordinates and p € R''* the generalized momenta for the system. The evolution in time of the system is described by Hamilton's equation in part (v) below, which is a system of 2d first-order ordinary differential equations. As in Exercise 5.17.(ii) one proves that T*Q is a submanifold of dimension 2d. (i) Define ;7r : T* Q —> Q as the projection onto the first factor. Then we have D7r(q, p) : T(q^p)T*Q —> TqQ, for all {q, p) € T*Q\ and additionally p : TqQ —> R. Therefore the tautological 1-form t on T*Q may be introduced by riq, p) = po Dniq, p) : T(q^p)T*Q -^ R. Show T= Y. p,dqi€^\T*Q). l<i<d
Exercises for Chapter 8: Oriented Integration 111 The following explains the name of t. Let r} € ^'(Q); in other words, let Y} : Q —> T*Q he a section of the cotangent bundle, that is, ;7r o ?; = / on Q; then r]*T = r}. Indeed, use Definition 8.6.7 to prove (?;*t)(^) = -^{q, nil)) o Dr](q) = r](q) o Dniq, r](q)) o Dr](q) = r](q). (ii) Next introduce the symplectic 2-form a on T* Q hy a =dT. Verify o- = X! ^^' ^ ^^' ^ ^^(^*2)- This implies that t is all but closed; now prove that o itself is closed. Verify for the rf-fold exterior product o'' = o A ■ • • A o = d\ {—!) 2' dqi A • • ■ A dqj A dp\ A ■ • • A dp J. In other words, ^~^^.,"—o'' is the Euclidean volume form on T*Q. (iii) On the strength of Definition 8.6.2 verify, for vector fields v and tJ on T* Q, aiv,v)= ^ (vj+iVi - VjVj+i) = {v, Jjv), with Ji = {^j^ ~^0 ) ^ ^^^^'^' ^^ Prove that cr is a nondegenerate bilinear form. (iv) A vector field v on T*Q is said to be a Hamilton vector field corresponding to the Hamiltonian H : T* Q ^> R if i^o = —dH (see (8.57)), that is, i-oO is an exact differential 1-form on T*Q. Now deduce from (iii) that {JdV,v) = {grad H, v), and use the nondegeneracy of a to conclude that V = vh := —Jd grad H. (v) Prove that a solution curve x = (q, p) : J ^> T* Q of the Hamilton vector field Vf] satisfies the following, known as Hamilton's equation (compare with Exercise 7.62), that is, for I < j <n and t € J, J dpj J dqj (vi) Show that iv,^cr from part (iv) is exact, at least locally, if and only if iv,^cr is closed, that is, div^cr = Ly^a = 0, on account of (ii) and the homotopy formula.
772 Exercises for Chapter 8: Oriented Integration (vii) Assume that i^')reR is a one-parameter group of C^ diffeomorphisms of r* Q having a Hamilton vector field v^ as tangent vector field and that a is the symplectic 2-form. By means of part (vi) show, for f € R, >'r' - T. h=0 (vi/'+'')v = i^y— ah (vl/")V = (vI/')*L„,,or = 0. /i=0 Consequently, (^')*a = a; such diffeomorphisms are called canonical transformations. Using part (ii) deduce Liouville 's Theorem, which asserts that the Euclidean volume form on T*Q is invariant under (4'')rgR. (viii) For a canonical transformation 4'prove, for ally € T* Q and n, tJ € Ty{T*Q), hence on account of (iii). Here we have written the transpose as ^ instead of, in order to avoid any confusion with the time variable t. Another way of saying this is that G = D^ (y) belongs to the symplectic group Sp(rf, R) defined by Sp(^, R) = {G € GL(2^, R) I G'JdG = Jj}. Originally this group was called the linear complex group. This terminology was too confusing, so the Latin roots in com-plex (meaning "plaited together") were replaced by the Greek roots sym-plectic. (ix) Prove the mapping Jd € End(r*R'') is canonical, in view of J^ € Sp(rf, R). (x) A diffeomorphism if '■ Q ^ Q induces the mappings TQ^TQ with {q, q') ^ {f{q), Df{q)qJ, ^■.T*Q^T*Q with ^{q, p) = {f{q), {Df{q)-'r p). Prove D^{q,p){Sq,Sp) = {Df{q)Sq, {Dfiq^^Sp), for {Sq,Sp) € ^2rf Verify that the induced mapping 4' : T*Q —> r*(2 is a canonical transformation. (xi) Let 4' : r*(2 —> r*(2 be a canonical transformation and 7/ : r*(2 —> R a Hamiltonian. Suppose x is as in part (v). Using Exercises 3.15.(i) and 3.8.(ii)) show, withx = 4'0') and f € 7, y'{t) = DHyiOr' JADHyiOr'y grad(vI/*/f)(y(0) = v^.Hiyit)). Here we have used that G € Sp(^, R) if and only if G'^JdiG'^ = Ja- In other words, the pullback '^*vh of the vector field vh under the canonical transformation 4' is the Hamiltonian vector field corresponding to the pullback 4'*7/ of H under 4', that is, '^*V[j = v^*h. Prove this also via 2**.„o- = i**„„*V = 4'*(/„„o-) = ^*dH = d^*H = iy^,„(r.
Exercises for Chapter 8: Oriented Integration 773 (xii) Define, for functions / and g € C^(T*Q), the Poisson brackets {/, g} € C(T*Q) of / and g by {/, g} = i^^dg = dg(Vf). Using dg = -i^^a from part (iv) show The definition of {/, g} is independent of the choice of coordinates (q, p) = f € T*Q, in view of the invariance of a under canonical transformations. (xiii) Prove the relation [^f,'^g] = '^{f,g) between the Lie and the Poisson brackets. In fact, apply successively the formula from Exercise 8.41.(iii) for the Lie derivative of a differential form with X = Vfando) = i^o € Q.^{T*Q),^sri (vi), and Exercise 8.41.(iii) again, to obtain (L„^0"„^,o-))(t;) = Vf{i^^a{v)) + {i^^a){[v, Vf]) = -iL^^a)iVg, v) + Vf{aiVg, v)) + criVg, [ v, Vf ]) = cr([vf, Vglv) = (i[vf,v,]cr)(v), and deduce i[vf,vg]Cr = L^^i-dg) = -d{L^^.g) = -d{f, g} = ivy-^^cr from part (iv), the homotopy formula and part (xii). Show that the Poisson brackets satisfy Jacobi's identity from Exercise 5.26.(iii), that is {/l, {/2, /3}} + [fl, {/3, /l}} + {/3, {/l, fl}} = 0. (xiv) Suppose X : 7 —> r* (2 is a solution curve of the Hamilton vector field vh as in part (v), and let / € C^iT*Q). Verify by means of Formula (2.12) (/ o xYit) = {H, /}(x(0), in particular (H o x)' = 0. That is, the Hamiltonian H is a conserved quantity. Hamilton's equation itself takes the form q'j = {H,qj} p'j = {H,pj} (1 < y < rf), x' = {H,x}. Here we have extended the definition of the Poisson brackets to vector-valued functions. Assuming convergence deduce that the solution is given, with ShX = {H,x},hy xit) = e""xiO) = Y] -AH, ■■•{H, [H,x}} • ■ • }(0) (t € R). ^-^ n\ neNo This formula shows an analogy with descriptions of quantum physics.
774 Exercises for Chapter 8: Oriented Integration (xv) The Hamiltonian of a classical point particle in R of mass m under the influ- 2 ence of gravity F(q) = —g, for ^ € R, is given by H(q, p) = j;;^, + tngq. Prove {H,q} = ^, {H,{H,q}} = -g, [H, [H, [H, q}}} = 0; m and obtain the law of free fall as the solution, where p = mq', piO)t gt^ , gt^ q(t) = q(0) + ^^^^ - ^ = q(0)+q'(0)t - ^ (t € R). m Z 2. Exercise 8.47 (Minimal hypersurface - needed for Exercise 8.48). Consider a compact oriented C^ submanifold V C R" of codimension 1, and a one-parameter group of C^ diffeomorphisms (<I>')reR of R" with C^ tangent vector field t; : R" —> R". Then all the Vf = <I>'(V),forf € R, are compact oriented C^ hypersurfaces too. Select C' mappings « : R x R" —> R" such that«,(x) = «(f, x), forx € V,, is the normal to V, at x compatible with the orientation on V,. According to Formula (7.15) the Euclidean hyperarea form on V, is given by (W, = z„, dx. Note that Vq = V, and write ftJo = ftj. (i) Use the homotopy formula from Lemma 8.9.1 to verify "' lr=o Jvi "' \t=QJv = I (d oiy + iy o d)a)+ I i J \ dx. Jv Jv ^l,=o"' (ii) Deduce firom \\ntf=l,foTt€ R, that (— n,,no) = 0; \dt ,_„ / accordingly r=o thus — dt nr(x)€ T,V; r=0 ij\ dx = 0, Jv si<=o"' since computing the integral involves evaluation of dx at the points x € V on n vectors belonging to the (n — l)-dimensional space TxV. (iii) Use Stokes' Theorem to show d_ dt I cOf = I iyCt) + I iy od(i(n)dx) = I iu(d oi(n)dx). t=aJv, Jdv Jv Jv
Exercises for Chapter 8: Oriented Integration 775 Apply the equality d o /„ dx = div n dx from Example 8.9.2 and prove d\ f f — I 0), = I (div n)i^dx. Background. We call div« = tr Dn : V —> R the mean curvature of V (see Section 5.7); it depends on the choice of orientation. A hypersurface V with fixed boundary and having smallest possible hyperarea is called a minimal hypersurface. The arguments above imply that the mean curvature of a minimal hypersurface vanishes identically, as one sees by taking the vector field v restricted to V equal to /«, for arbitrary C' functions /. Exercise 8.48 (Catenoid and helicoid are minimal surfaces - sequel to Exercises 4.6 and 8.47). As in Exercise 4.6 we define 0 : R^ —> R^ by x = 0(j, f) = (cosh s cos t, cosh ^ sin f, s), and we call C = im(0) the catenoid. (i) Show that the Gauss mapping « : C —> S^ is given by 1 n(x) = (—cost, — sint, siahs) ((s,t) € R^). cosh J (ii) Take Di(j)(s, t) and D2^(s, t) as basis vectors for T^C. With respect to this basis compute, as in Example 5.7.2, the matrix of the Weingarten mapping Dn(x) € End+(rvC) to be sh^cU -1 )■ cosh s Deduce from Exercise 8.47 that C is a minimal surface. (iii) Fix a € R4-. Compute the area of the subset Ca of C consisting of the x € C with IX3I < a to be In (a + cosh a sinh a). On the other hand, the area of the two disks D* = {x € R^ | x^ + x| < cosh^a, X3 = zta} equals 2n cosh^ a. So the minimal surface Ca will not minimize the area among all surfaces with boundary the two circles 90* if a + cosh a sinh a > cosh^ a, that is, if 2fl > 1 + e"^, which is satisfied for a sufficiently large. (iv) Prove that the helicoid from Exercise 4.8 is a minimal surface. Exercise 8.49 (Special case of Gauss-Bonnet Theorem). Consider a compact oriented C^ submanifold V C R" of codimension 1. Extending the theory of Section 5.7 in a straightforward manner we say that the Gaussian curvature K of V is given by AT = det Dn, where w : V —> S""' is the Gauss mapping. Let
776 Exercises for Chapter 8: Oriented Integration 0) € ^""'(R") be the differential form from Example 8.11.9 that computes the Euclidean (n — l)-dimensional hyperarea of V. Prove n*a)^„.i = KcOy, and deduce (•) -—— Kiy)dn-iy = degin). !'-> I Jv In particular, if V C R^ is a multi-donut with g holes, prove that deg(«) = I — g by means of Formula (8.68). The number g is called the genus of the multi-donut. Background. The equality (•) above is half the assertion of the Gauss-Bonnet Theorem. The other half identifies deg(«) € Z as an invariant of V. Furthermore, in R^ the integer 2 deg(«) equals the Euler characteristic x(V) of V: partition V into a finite number of triangles, then x(V) equals the number of vertices minus the number of edges plus the number of faces of the triangles, irrespective of the chosen subdivision. Exercise 8.50 (Zeros of a holomorphic function). As usual, write C B z = xi + ix2 -^ X = (xi, X2) € R^. Let f = fi + if2 : C —> C be a holomorphic function and set f/ = {z € C | f(z) 7^ 0}. (i) Leto- € ^'(R2\{0}) be as in Formula (8.73). Verify that we have on R^ \ {0} and U, respectively. -X2dXi+XidX2 r '^f Iji 11^1,2 2 , 2 ' rflog/ = — = -f'l"""'^!' xf +xi / 2 cr{x) = ' / ■ rflog/ = 4 = -rflogll/f+ //V. In complex function theory it is shown that / has only isolated zeros (see Example 2.2.6) if / 7^ 0. (ii) Suppose that f'{z) 7^ 0 if f{z) = 0. Use the Cauchy-Riemann equation to show det Dfix) = |/'(z)P > 0, and deduce that sgn (det(D/(x)) = 1, for every zero x € R^ for /. (iii) Let ^ C C be as in Example 8.11.11. By means of parts (i) and (ii) prove 277:/ i where n(f, Q) is the number of zeros of / that belong to Q. (iv) In the case of f(a) = /'(a) = 0, for some a € ^, we argue as follows. In view of Exercise 8.12.(v) we may develop / in a power series about a, hence fiz) = J2„>n(f,a) ^"(z - '^)"' with nif,a) € N and 0 7^ c„(/,a) € C. This gives f(z) = (z — fl)"^-^'"^ giz), for z near a, with g holomorphic near a and g(a) ^ 0. Hence, for z near a, fiz) nif,a) , g'iz) n{fa) fiz) z-a giz) z-a
Exercises for Chapter 8: Oriented Integration 111 with h holomorphic near a. If /"' ({0}) n ^ = {a,- | 1 < z < m }, deduce 2^2 Jbu f .f-',.. l<!<ni Exercise 8.51 (Linking number, Kronecker's integral and Biot-Savart's law - sequel to Exercise 8.28). Let V; be connected compact and oriented C^ sub- manifolds of R" of dimension rf,-, for 1 < z < 2, where d\ + d2 = n — \, and suppose these have no point in common. (Best example: two disjoint closed curves in R^.) In the notation of Example 8.n.9 define the linking number L(Vi, V2) as W((l>iVi X V2), 0), where 0 : Vi x V2 ^^ R" \ {0} is given by ^(xi, xz) = xz -xi. (i) Prove «>'..w=^X,^,/-(j^H- (ii) We will compute the integral in (i) for a pair of closed curves V, = im()/,) in R^, where y,- : [0, 1 ] —> Vi-. Verify, for the standard basis vectors e,- € R^, Di<t> o (y, X y2)Xtu ^2) e,- = (-l)')A'(f,) (l < i < 2), and show that this implies L{Vu V2) = — / / ^—— —— dtidt2 Jo \477: Jo ll/l(fl)-/2(f2)IP /2(^2) X (Yiiti) - Y2ih))dh, Y[ih))dh. Recognize the inner integral as the Biot-Savart law from Exercise 8.28.(v) describing the magnetic field at Yiih) due to a steady unit electric current flowing around the closed loop V2. Deduce that L{V\, V2) is precisely the work done by this magnetic field on a unit magnetic pole which makes one circuit around Vi. (iii) The curves yi(f) = (cosf, sinf, 0) and J4-(f) = r{—l + cosf, 0, — sinf), with r > 1, define two disjoint oriented circles in R^ that are linked. Prove that Yr converges to 72 with 72 (0 = (0, 0, —t), for r —> 00. Now verify that L(Vi, V2) = 1 by explicit evaluation of the integral in (ii). Note that 0(Vi X V2) is the cylinder {x € R^ | x^ + x| = 1}, which winds once around the origin in R^. Hint: Compute J^ -—\r^ dt2 by means of Exercise 6.50.(iv) or the substitution t2 = sinhM.
Notation c ■"^ * 0 H b a dvA d X A /\'^y* A V Vx D 11-11 II ■ IIeuc. <-,■> {-,■} [-,■] Ia I I L /^^ !y fix) ddX fv fix)p(x)dx Iv{f,v){y)dy fy{f(^),dis) fs.isix),d2x) fan /(^) '^^ Wk complement Fourier transform convolution composition closure mapping from vector fields to differential forms boundary boundary of A in y derivative in direction of outer normal cross product exterior multiplication A^-th exterior power of y * Laplace operator nabla or del covariant derivative in direction of X wave operator Euclidean norm on R" Euclidean norm on Lin(R", R/") standard inner product Poisson brackets Lie brackets characteristic function of A integral upper Riemann integral lower Riemann integral integral of differential fonn co along mapping ip integral of / over V w.r.t. Euclidean density integral of / over V w.r.t. density p flux of / across V w.r.t. v oriented line integral of / along y oriented surface integral of vector field g over 3 complex line integral of / along 9 f2 shifted factorial 8 466 468 17 8 583 9 11 534 147 577 568 470, 528 59, 528 407 755 3 39 2 773 169 34 426 426 426 572 495 490 530 537 560 555 180 779
?0 r' ^ jk V(A-) r O : f/ -*■ y o* ^ -.v ^ u Xfl* A' A^ A^ Af A(n,R) ad Ad Ad arg Aut(R") S = {Bi\i el] B{a; S) c' Cc(R") codim curl d Dj Df D^fia) d{;-) deg div dom End(R") End+(R") End-(R") /-'{{■}) GL(H, R) grad graph H(H, C) hyperarea / iv im inf int / Christoffel symbol outer normal on 9f2 at x pullback under ip C diffeomorphism of open subsets U and V of R" pushforward under diffeomorphism O inverse mapping of O : f/ —>■ y pullback under ^ adjoint or transpose of matrix A complementary matrix of A closure of A in y antisymmetric part of Df linear subspace of antisymmetric matrices in Mat(n, R) inner derivation adjoint mapping conjugation mapping argiunent function group of bijective linear mappings partition of rectangle open ball of center a and radius S k times continuously differentiable R" -^ R" mapping linear space of continuous functions on R" with compact support codimension curl exterior differentiation 7-th partial derivative derivative of mapping / Hessian of / at a Euclidean distance degree of mapping divergence domain space of mapping linear space of linear mappings R" linear subspace in End(R") of self- linear subspace in End(R") of anti- inverse image under / ^ R" adjoint operators -adjoint operators general linear group, of invertible matrices in Mat(n, R) gradient graph of mapping linear subspace of Hennitian matrices in Mat(n, C) hyperarea identity mapping contraction with vector (field) v image under mapping infimum interior complex structure on R^ Notation 408 515 571 88 270 88 88 39 41 11 539 159 168 168 168 88 28,38 424 6 65 434 112 540, 541 574 47 43 71 5 591 166, 528 108 38 41 41 12 38 59 107 385 507 44 570 108 21 7 555
Notation 781 ${A) collection of compact and Jordan measurable 431 subsets of A L-*- orthocomplement of linear subspace L 201 Lu Lie derivative in direction of vector field v 585 lim limit 6, 12 Lin(R",R'') linear space of linear mappings R"—>■ R/" 38 Lin*(R",R'') linear space of Winear mappings R"—>■ R'' 63 Lo(« + 1, R) Lorentz group of R"+^ 756 Lo°(4, R) proper Lorentz group 386 Mat(n, R) linear space of « x n matrices with coefficients in R 38 Mat(/? X n, R) linear space of p x n matrices with coefficients in R 38 N{c) level set of c 15 O = {Oi \ i & 1} open covering of set 30 0(R") orthogonal group, of orthogonal operators in End(R") 73 0(n, R) orthogonal group, of orthogonal matrices in Mat(n, R) 124 R" Euclidean space of dimension n 2 31{W) linear space of Riemann integrable functions on R" 428 with compact support S upper sum 425 S_ lower sum 425 Sf symmetric part of Df 539 S"" ^ unit sphere in R" 124 ■^CR") linear space of Schwartz functions on R" 466 5l{n, C) Lie algebra of SL(n, C) 385 SL(«,R) special linear group, of matrices in Mat(n, R) with 303 detenninant 1 SO(3, R) special orthogonal group, of orthogonal matrices 219 in Mat(3, R) with detenninant 1 SO(n, R) special orthogonal group, of orthogonal matrices 302 in Mat(n, R) with detenninant 1 Sp(«, R) symplectic group of R" 772 5U(2) Lie algebra of SU(2) 385 SU(2) special unitary group, of unitary matrices in Mat(2, C) 377 with determinant 1 sup supremum 21 supp support of function 427 Tx V tangent space of submanifold V at point x 134 T*V cotangent bundle of submanifold y 399 T*V cotangent space of submanifold V at point x 399 tr trace 39 V{a; S) closed ball of center a and radius S 8 vol,, n-dimensional volume 429
Index Abel's integral equation 670 — partial summation formula 189 Abel-Ruffini Theorem 102 Abelian group 169 acceleration 159 action 238, 366 —, group 162 —, induced 163 addition 2 — fonnula for lemniscatic sine 288 adjoint linear operator 39, 398 — mapping 168, 380 affine function 216 — transformation, bijective 479 Airy function 256 Airy's differential equation 256 algebraic topology 307, 483, 550, 563 amplitude 469 — function 656 Ampere—Maxwell law 748 analog formula 395 analogs of Delambre-Gauss 396 angle 148, 219, 301, 498 — of spherical triangle 334 angle-preserving 336 angular momentum operator 230, 264, 272 anti-adjoint operator 41 anticommutative 169, 577 antiderivation 580 antiderivative 539, 547 antisymmetric matrix 41 — multilinear mapping 568 approximation, best affine 44 arc length 498 arc-length function 501 Archimedes' law 718 — Theorem 604 area, Euclidean 502 argument function 88 Arzela's Dominated Convergence Theorem 472 associated Legendre function 177 associativity 2 astroid 324, 729 asymptotic expansion 197, 626 — expansion, Stirling's 197 automorphism 28 autonomous vector field 163 axis of rotation 219, 301 ball, closed 8 —, open 6 basic linear mapping 477 basis, orthonormal 3 —, standard 3 Bernoulli function 190 — number 186, 607 — polynomial 187 Bernoulli's summation formula 188, 194 Bessel function 634, 640 Bessel's equation 634 best affine approximation 44 Beta function 620 — function, generalized 688, 690 bifurcation set 289 bijective affine transfonnation 479 Binet—Cauchy's, formula 677 binomial coefficient, generalized 181 — series 181 binormal 159 Biot—Savart law 751 biregular 160 bitangent 327 black body radiation 623 boost 390, 756, 758 boundary 9 — condition, at infinity 721, 750 — condition, Dirichlet 535 — condition, Neumann 726 783
784 Index — in subset 11 —, C*, of open set 515 —, lying at one side of 515 bounded convergence 471 — sequence 21 Brouwer's Fixed-point Theorem 583, 764 — Theorem 20 bundle, tangent 322 —, unit tangent 323 C mapping 51 Cagnoli's formula 395 canonical 58 — transfonnation 772 Cantor's Theorem 211 cardioid286,299, 501 Cartan decomposition 247, 385 — decomposition, (infinitesimal) 539 Casimir operator 231, 265, 370 Catalan's constant 613 catenary 295 catenoid 295 Cauchy distribution 660 — sequence 22 Cauchy's integral formula 734, 737 — integral formula, generalized 739 — Integral Theorem 557 — Minimum Theorem 206 Cauchy—Riemann equation 556, 738 Cauchy—Schwarz inequality 4, 642 — inequality, generalized 245 caustic 351, 761 Cayley's surface 309 Cayley—Klein parameter 376, 380, 391 centrifugal 604 centripetal 604 chain rule 51 change of coordinates, (regular) C* 88 Change of Variables Theorem 444 characteristic function 34, 428 — polynomial 39, 239, 527 —, Euler 776 charge (density) 747 — density 491, 696 chart 111 Christoffel symbol 408 circle, osculating 361 circles, Villarceau's 327 circulation 538, 553 cissoid. Diodes' 325 Clausen function 614 Clifford algebra 383 — multiplication 379 closed ball 8 — differential form 544, 574 — in subset 10 — mapping 20 — set 8 closure 8 — in subset 11 cluster point 8 — point in subset 10 codimension of submanifold 112 coefficient of matrix 38 —, Fourier 190 cofactor matrix 233 cohomology, de Rham 590 commutativity 2 commutator 169, 217, 231, 407 — relation 231, 367 compactness 25, 30 —, sequential 25 complement 8 complementary matrix 41 completeness 22, 204 complex analysis 737 — line integral 555 — structure 555 complex-analytic 735 complex-differentiable 105, 556, 738 component function 2 — of vector 2 composition of mappings 17 computer graphics 385 conchoid, Nicomedes' 325 cone 447 —, unrolling of 684 confluent hypergeometric differential equation 641 — hypergeometric function 639 conformal 336 conjugate axis 330 connected component 35 connectedness 33 connection 408 conservation of charge, law of 748 — of energy 290 — of energy, law of 749 conservative 566
Index 785 constant, Catalan's 613 continuity 13 — equation 747 continuity. Holder 213 Continuity Theorem 77 continuous mapping 13 continuously differentiable 51 contractible 589 contraction 23 — factor 23 Contraction Lemma 23 contraction with vector 570 — with vector field 585 —, FitzGerald—Lorentz 758 convergence 6 —, uniform 82 convex 57 convolution 468, 663 — equation 672 coordinate function 19 — of vector 2 —, generalized 770 coordinates, change of, (regular) C* 88 —, confocal 267 —, cylindrical 260 —, polar 88 —, simplex 691 —, spherical 261 coordinatization 111 cosine rule 331 cotangent bundle 399 — space 399 Coulomb gauge condition 750 Coulomb's law 750 covariance matrix 617, 655 covariant 754 — derivative 407 — differentiation 407 covering group 383, 386, 389 —, open 30 Cramer's rule 41 critical point 60 — point of diffeomorphism 92 — point of function 128 — point, nondegenerate 75 — value 60 cross product 147 — product operator 363 curl, of vector field 540, 541 curl-free 546 current (density) 747 curvature form 363, 410 — of curve 159 —, Gaussian 157 —, mean 775 —, nonnal 162 —, principal 157 curve 110 —, differentiable (space) 134 —, space-filling 211 cusp, ordinary 144 cycloid 141, 293, 499 cylindrical coordinates 260 D'Alembert's fonnula 277 D'Alembertian 755, 756 Darboux's equation 707, 708 de I'Hopital's rule 311 decomposition, (infinitesimal) Cartan 539 —, Cartan 247, 385 —, Helmholtz-Weyl 751 —, Hodge 753 —, Iwasawa 356 —, polar 247 —, Stokes 539 degree of mapping 591, 594 del 59, 528 Delambre-Gauss, analogs of 396 DeMorgan's laws 9 dense in subset 203 density, continuous (f-dimensional 489 —, Euclidean 495 —, Gel'fand-Leray 700 —, positive 491 derivation 404, 585 — at point 402 —, inner 169 derivative 43 —, directional 47 —, exterior 544, 574 —, partial 47 derived mapping 43 Descartes' folium 142, 554 de Rham cohomology 590 diagonal 722 diameter 355 diffeomorphism, C^ 88 —, orthogonal 271
786 Index —, volume-preserving C* 445 differentiability 43 differentiable mapping 43 —, continuously 51 —, partially 47 differential 400 — at point 399 — equation, Airy's 256 — equation, Bessel's 634 — equation, confluent hypergeometric 641 — equation, Darboux's 707, 708 — equation, for rotation 165 — equation, Hamilton's 717, 771 — equation, Helmholtz' 636 — equation, hypergeometric 638 — equation, Legendre's 177 — equation, Newton's 290 — equation, ordinary 55, 163, 177, 269 — equation, partial 470, 534 — equation, Poisson's 721 — equation, Whittaker's 641 — fonii400,544,571 — fonn, closed 544, 574 — fonn, exact 544, 574 — operator, linear partial 241 — operator, partial 164 Differentiation Theorem 78, 84, 473 differentiation, fractional 669 dilatation 759 dilogarithm 613 —, functional equation for 613 dimension of submanifold 109 Dini's Theorem 31 Diodes' cissoid 325 directional derivative 47 Dirichlet problem 535 Dirichlet's formula 632, 633, 701 — principle 719 — series 664 — test 189 disconnectedness 33 discrete 396 discriminant 347, 348 — locus 289 distance, Euclidean 5 distribution 617, 763 — theory 669 —, X-622 —, X^- 657 —, Cauchy 660 —, Gamma 657 —, nonnal 617, 618, 655 —, one-sided stable 659 distributivity 2 divergence in arbitrary coordinates 268,714 — with respect to volume form 586 —, of vector field 166, 268, 528 divergence-free 546 dodecahedron, rhombic 616 dual basis for spherical triangle 334 — vector space 398 duality, definition by 404, 406 Duhamel's principle 763 duplication formula for (lemniscatic) sine 180 — formula, Legendre's 621, 623 eccentricity 330, 499 — vector 330 Egregium, Theorema 409 eigenvalue 72, 224 eigenvector 72, 224 Einstein summation convention 583 Eisenstein series 658 electromagnetic energy 748 — waves in vacuum 749 electromagnetism 683, 747 elimination 125 — theory 344 elliptic curve 185 — integral of first kind 679 — integral of second kind 499 — paraboloid 297 embedding 111 endomorphism 38 energy of wave 761 — surface 716 —, electromagnetic 748 —, kinetic 290 —, potential 290 —, total 290 entry of matrix 38 envelope 348 epicycloid 342 equality of mixed partial derivatives 62 equation 97 —, Cauchy—Riemann 556, 738
Index 787 —, continuity 747 —, Kepler's 635 —, Poisson's 750 —, Schrodinger's 728 equations. Maxwell's 747 —, Maxwell's, in covariant fonu 753 —, Maxwell's, in vacuum 749 —, Maxwell's, time-independent case 749 equivariant 384 Euclid's parallel postulate 686 Euclidean area 502 — density 495 — distance 5 — hyperarea 507 — norm 3 — norm of linear mapping 39 — space 2 Euler characteristic 776 — number A{n, k) 703 — number £„ 607 — operator 231, 265 Euler's Beta function 620 — constant 627 — foniiula300, 364 — Gamma function 620 — generalized Beta function 688, 690 — identity 228 — series 615 — Theorem 219 Euler—MacLaurin summation fonnula 194 evolute 350 exact differential fonn 544, 574 excess of spherical triangle 335 expectation 617 — vector 617, 645, 655 exponential 55 exterior derivative 544, 574 — differentiation 544, 574 — multiplication 577 — power 568 Faraday fonn 754 Faraday's law 748 Feynman's formula 693 fiber bundle 124 — of mapping 124 field 696 —, electric 747 —, magnetic 747 finite intersection property 32 — part of integral 199 FitzGerald—Lorentz contraction 758 fixed point 23 Fixed-point Theorem, Brouwer's 583, 764 flow of vector field 163 flux 530, 560 focus 329 focusing effect 761 folium, Descartes' 142, 554 formal power series 606 formula, analog 395 —, Binet—Cauchy's 677 —, Cagnoli's 395 —, D'Alembert's 277 —, Dirichlet's 632, 633, 701 —, Euler's 300, 364 —, Feynman's 693 —, Gegenbauer's 694 —, Girard's 681 —, Hankel's 694 —, Heron's 330 —, Kirchhoff's 760 —, Laplace's 744 —, Leibniz—Honnander's 243 —, Lipschitz' 658 —, Mellin's 662 —, Pizzetti's 689, 708 —, Poisson's 693 —, Rodrigues' 177 —, Schlafli's 743 —, Sonine's 670 —, Stirling's 624 —, Taylor's 68, 250 formulae, Frenet—Serret's 160 forward (light) cone 386 Foucault's pendulum 362, 733, 770 four-square identity 377 Fourier analysis 191 — coefficient 190 — Inversion Theorem 468 — series 190 — transform 466 — transformation 467 fractional differentiation 669 — integration 668 — linear transformation 384 Frenet—Serret's formulae 160
788 Index frequency 469 Fresnel's integral 630 Frobenius norm 39 Frullani's integral 81 Fubini's Theorem 476 function of several real variables 12 —, C°°, on subset 399 —, affine216 —, Airy 256 —, Bernoulli 190 —, Bessel 634, 640 —, characteristic 34, 428 —, Clausen 614 —, complex-analytic 735 —, complex-differentiable 105, 556, 738 —, confluent hypergeometric 639 —, continuous with compact support 434 —, coordinate 19 —, Green's 722 —, holomorphic 105, 556, 738 —, hypergeometric 637 —, Kummer 639 —, Lagrange 149 —, Lerch 658 —, Lobachevsky 614 —, monomial 19 —, Morse 244 —, piecewise affine 216 —, polynomial 19 —, positively homogeneous 203, 228 —, rational 19 —, real-analytic 70 —, reciprocal 17 —, scalar 12 —, Schwartz 466 —, spherical 271 —, spherical harmonic 272 —, step 435 —, vector-valued 12 —, zonal spherical 271 functional dependence 312, 611 — equation 175, 313 — equation for dilogarithm 613 — equation for zeta function 631, 652 — equation of Jacobi 651 fundamental solution 763 Fundamental Theorem of Algebra 291, 593,735 Gamma distribution 657 — function 620 — function, product fonnula for 627 gauge condition, Coulomb 750 — condition, Lorentz 755 Gauss mapping 156 Gauss' Divergence Theorem 529 — law 748 Gauss—Bonnet Theorem 776 Gaussian curvature 157 Gegenbauer's fonnula 694 Gel'fand—Leray density 700 general linear group 38 generalized Beta function 688, 690 — binomial coefficient 181 — coordinate 770 — momentum 770 generator, infinitesimal 163 genus 776 geodesic 361 geometric tangent space 135 (geometric) tangent vector 322 geometric—arithmetic inequality 351 Girard's fonnula 681 Global Inverse Function Theorem 93 gradient 59 — operator 59 — vector field 59, 527, 539 Gram's matrix 39 Gram—Schmidt orthononnalization 356 graph 107,203 Grassmann's identity 331, 364 great circle 333 greatest lower bound 21 Green's first identity 534 — function 722 — Integral Theorem 554 — second identity 534 group action 162, 163, 238 —, covering 383, 386, 389 —, general linear 38 —, Lorentz 386, 756 —, orthogonal 73, 124, 219 —, permutation 66 —, proper Lorentz 386 —, special linear 303 —, special orthogonal 302 —, special orthogonal, in R^ 219 —, special unitary 377
Index 789 —, spinor 383 —, symplectic 772 Hadamard's inequality 152, 356 — Leiiima 45 Hamilton vector field 771 Hamilton's equation 717, 771 — Theorem 375 Hamilton-Cayley, Theorem of 240 Hamiltonian 716, 771 — vector field 717 Hankel transfonn 665 Hankel's formula 665, 694 Hardy's inequality 647 harmonic function 265, 535 — vector field 546 heat equation 469, 726 Heine—Borel Theorem 30 Heisenberg's uncertainty relations 645 helicoid 296 helix 107, 138, 296 Helmholtz' equation 636 Helmholtz—Weyl decomposition 751 Hermitian inner product 645 — matrix 385 Heron's fonnula 330 Hessian 71 — matrix 71 hexagon 703 highest weight of representation 371 Hilbert's inequality 643 — Nullstellensatz311 Hilbert—Schmidt norm 39 Hodge decomposition 753 — operator 753, 754 hodograph 605 Holder continuity 213 Holder's inequality 353, 642 holomorphic 105, 556, 738 holonomy 363 homeomorphic 19 homeomorphism 19 homogeneous function 203, 228 homographic transfonnation 384 homology theory 563 homomorphism of Lie algebras 170 — of rings, induced 401 homotopic 587 homotopy 550, 587 — fonnula 586 Homotopy Lemma 587 homotopy operator 587 — theory 483, 550 Hopffibration307, 383 — mapping 306 hydrostatic pressure 718 hyperarea, Euclidean 507 hyperbolic reflection 391 — screw 390, 756, 758 hyperboloid of one sheet 298 — of two sheets 297 hypercube 702 hyperfunction 662 hypergeometric differential equation 638 — function 637 — series 637 hypersurface 110, 145, 507 — integral, oriented 563 —, minimal 775 hypocycloid 342 —, Steiner's 343, 346, 731 icosahedron 504 identity mapping 44 —, Euler's 228 —, four-square 377 —, Grassmann's 331, 364 —, Green's first 534 —, Green's second 534 —, Jacobi's 332 —, Jacobi's, for minors 584 —, Lagrange's 332 —, parallelogram 201 —, Parseval—Plancherel's 650 —, polarization 3 —, symmetry 201 image, inverse 12 immersion 111 — at point 111 Immersion Theorem 114 implicit definition of function 97 — differentiation 103 Implicit Function Theorem 100 — Function Theorem over C 106 incircle of Steiner's hypocycloid 344 incompressible 546 indefinite 71 index set 424 —, of function at point 73
790 Index —, of operator 73 induced action 163 — homomorphism of rings 401 inequality, Cauchy—Schwarz' 4, 642 —, Cauchy—Schwarz', generalized 245 —, geometric—arithmetic 351 —, Hadamard's 152, 356 —, Hardy's 647 —, Hubert's 643 —, Holder's 353, 642 —, isoperimetric 709 —, isoperimetric for triangle 352 —, Kaiitorovich's 352 —, Minkowski's 353, 643 —, Poincare's 644 —, reverse triangle 4 —, Sobolev's 645 —, triangle 4 —, Young's 353 infimum 21 infinitesimal generator 56, 163, 239, 303, 365, 366 inhomogeneous wave equation 761 initial condition 55, 163, 277 — value problem, for heat equation 470 — value problem, for wave equation 759 inner derivation 169 — measure 429 — product, Hermitian 645 integrability conditions 539, 546 integral 539, 547 — equation, Abel's 670 — fonnula for remainder in Taylor's formula 67, 68 — fonnula, Cauchy's 734, 737 — formula, Cauchy's, generalized 739 — fonnula, Poisson's 725, 745 — of differential form 572 — of differential form over submanifold 573, 594 — of gradient 519 — of total derivative 518 — over rectangle 426 — over submanifold w.r.t. density 490 — over submanifold w.r.t. Euclidean density 495 — over subset 429 — over tubular neighborhood 698 Integral Theorem, Stokes' 560 integral, (n — l)-dimensional w.r.t. Gel'fand—Leray density 700 —, Fresnel's 630 —, Frullani's 81 —, Kronecker's 595 —, oscillatory 656 —, Poisson's 661, 725 integrals, Laplace's 254, 661 integration, fractional 668 —, Lebesgue 476 interior 7 — point 7 intennediate value property 33 interval 33 intrinsic property 408 invariance of dimension 20 — of Laplacian under orthogonal transfonnations 230 inverse image 12 — mapping 55 inverse-square law 604 Inversion Theorem, Fourier 468 inversion w.r.t. sphere 724 involution 685 irreducible representation 371 irrotational 546 isolated zero 45 isometry 685 Isomorphism Theorem for groups 380 isoperimetric inequality 709 — inequality for triangle 352 isotopy 587 Isotopy Lemma 592 iteration method, Newton's 235 Iwasawa decomposition 356 Jacobi matrix 48, 445 Jacobi's functional equation 651 — identity 169,332 — identity for minors 584 — notation for partial derivative 48 Jacobi an 445 Jordan measurable set 429 — measurable, (f-dimensional 492 — measure of set 429 — measure, (f-dimensional 492 Jordan—Brouwer Separation Theorem 596
Index 791 A^-lineai- mapping 63 Kakeya's needle problem 731 Kantorovich's inequality 352 Kepler's equation 635 — first law 605 — second law 450, 451 — third law 605 kinetic gas theory 622 Kirchhoff's formula 760 kissing number 504 Kronecker's integral 595 Kummer function 639 Lagrange function 149 — multipliers 150 Lagrange's identity 332 — Theorem 377 Laplace operator 229, 263, 265, 270, 470, 528 Laplace's formula 744 — integrals 254, 661 Laplacian 229, 263, 265, 270, 470, 528 — in arbitrary coordinates 715 — in cylindrical coordinates 263 — in polar coordinates 712 — in spherical coordinates 264 latus rectum 330 law of conservation of charge 748 — of conservation of energy 749 — of free fall 774 — of gravitation, Newton's 450 —, Ampere—Maxwell's 748 —, Archimedes' 718 —, Biot-Savart's 751 —, Coulomb's 750 —, Faraday's 748 —, Gauss' 748 —, inverse-square 604 —, Kepler's first 605 —, Kepler's second 450, 451 —, Kepler's third 605 —, Pascal's 718 laws, DeMorgan's 9 least upper bound 21 Lebesgue integration 476 — number of covering 210 Legendre function, associated 177 — polynomial 177 Legendre's duplication formula 621, 623 — equation 177 Leibniz' rule 240 Leibniz—Honnander's formula 243 Lemma, Hadamard's 45 —, Homotopy 587 —, Morse's 131 —, Poincare's 548 —, Poincare's, for differential forms 589 —, Rank 113 —, Urysohn's 608 lemniscate 323, 447, 678 lemniscatic sine 180, 287 — sine, addition fonnula for 288, 313 length of vector 3 Lerch function 658 level set 15 Lie algebra 169, 231, 332 — algebra cohomology 768 — bracket 169 — derivative 404, 585 — derivative at point 402 — group, linear 166 Lie's product formula 171 light cone 386 limit of mapping 12 — of sequence 6 line integral, complex 555 — integral, oriented 537, 552 linear Lie group 166 — mapping 38 — mapping, basic 477 — operator, adjoint 39 — partial differential operator 241 — regression 228 — space 2 linearized problem 98 linking number 777 Liouville's Theorem 708, 726, 772 Lipschitz constant 13 — continuous 13 Lipschitz' formula 658 Lobachevsky function 614 Local Inverse Function Theorem 92 — Inverse Function Theorem over C 105 locally isometric 341 Lorentz gauge condition 755
792 Index — group 386, 756 — group, proper 386 — transfonnation 386, 756 — transfonnation, proper 386 lower Riemann integral 426 — sum 425 lowering operator 371 loxodrome 338 lying at one side of boundary 515 MacLaurin's series 70 magnetic monopole 748 manifold 108, 109 — at point 109 mapping 12 —, C^ 51 —, k times continuously differentiable 65 —, A^-linear 63 —, adjoint 380 —, closed 20 —, continuous 13 —, derived 43 —, differentiable 43 —, identity 44 —, inverse 55 —, linear 38 —, of manifolds 128,594 —, open 20 —, partial 12 —, proper 26, 206 —, tangent 225 —, uniformly continuous 28 —, Weingarten 157 mass 290 — density 491 matrix 38 —, antisymmetric 41 —, cofactor 233 —, Hermitian 385 —, Hessian 71 —, Jacobi 48 —, orthogonal 219 —, symmetric 41 —, transpose 39 Maxwell's equations 747 — equations, in covariant form 753 — equations, in vacuum 749 — equations, time-independent case 749 mean curvature 775 — value property 707 Mean Value Theorem 57 — Value Theorem for harmonic functions 707, 723 mean, spherical 689, 706, 708 mechanics, statistical 622 Mellin transform 662 — transformation 663 Mellin's fonnula 662 Mercator projection 339 method of least squares 248 metric 685 — space 5 metric-preserving 685 minimal hypersurface 775 minimax principle 246 Minkowski's inequality 353, 643 minor of matrix 41 Mobius strip 564 moment 649 — of inertia 690 momentum operator 644 — phase space 770 —, generalized 770 monomial function 19 Morse function 244 Morse's Lemma 131 Morsification 244 moving frame 267 multi-index 69 multilinear algebra 568 Multinomial Theorem 241 multipliers, Lagrange 150 musical isomorphism 583 nabla 59, 528 needle problem, Kakeya's 731 negative (semi)definite 71 negligible, (f-dimensional 492 —, ^-dimensional 429 —, (n — l)-dimensional 525 neighborhood 8 — in subset 10 —, open 8 nephroid 343 Neiunann boundary condition 726 — problem 752 Newton vector field 529 Newton's Binomial Theorem 240
Index 793 — equation 290 — iteration method 235 — law of gravitation 450 — potential 728 — potential of function 721 — potential of point 720 — potential of set 448 Nicomedes' conchoid 325 non-Euclidean geometry 685 nondegenerate critical point 75 norm 27 —, Euclidean 3 —, Euclidean, of linear mapping 39 —, Frobenius 39 —, Hilbert-Schmidt 39 —, operator 40 normal 146 — curvature 162 — distribution 617, 618, 655 — plane 159 — section 162 — space 139 —, inner 515 —, outer 515 nullity, of function at point 73 —, of operator 73 Nullstellensatz, Hilbert's 311 numerical mathematics 675 octahedron 703 one-parameter family of lines 299 — group 669 — group of diffeomorphisms 162 — group of invertible linear mappings 56 — group of rotations 303 one-sided stable distribution 659 open ball 6 — covering 30 — in subset 10 — mapping 20 — neighborhood 8 — neighborhood in subset 10 — set 7 operator norm 40 —, anti-adjoint 41 —, self-adjoint 41 —, unitary 663 orbit 163 orbital angular momentum quantum number 272 ordinary cusp 144 — differential equation 55, 163, 177, 269 orientation 563 —, positive 552 orthocomplement 201 orthogonal group 73, 124, 219 — matrix 219 — projection 201 — transformation 218 — vectors 2 orthononnal basis 3 orthononnalization. Gram—Schmidt 356 oscillatory integral 656 osculating circle 361 — plane 159 outer measure 429 p function, Weierstrass' 185 paraboloid, elliptic 297 parallel postulate, Euclid's 686 — translation 363 parallelepiped 446 parallelogram identity 201 parameter 97 —, Cayley-Klein 376, 380, 391 parametrization 111 —, of orthogonal matrix 364, 375 —, positive 552 parametrized set 108 Parseval—Plancherel's identity 650 partial derivative 47 — derivative, second-order 61 — differential equation 470, 534 — differential operator 164 — differential operator, linear 241 — mapping 12 — summation fonnula of Abel 189 partial-fraction decomposition 183, 653 partially differentiable 47 particle without spin 272 partition 424 — of unity 452 Pascal's law 718 Pearson's x^ distribution 657 pendulum, Foucault's 362, 733, 770
794 Index periapse 330 period 185 — lattice 184, 185 periodic 190 permutation group 66 perpendicular 2 phase function 656 physics, quantum 230, 272, 366, 644, 728 piecewise affine function 216 Pizzetti's formula 689, 708 planar curve 160 plane, normal 159 —, osculating 159 —, rectifying 159 Pochhammer symbol 180 Poincare's inequality 644 — Lemma 548 — Lemma, for differential fonns 589 point of function, critical 128 — of function, singular 128 —, cluster 8 —, critical 60 —, interior 7 —, saddle 74 —, stationary 60 Poisson brackets 242, 773 — integral 745 Poisson's equation 721, 750 — fonnula 693 — integral 661, 725 — integral formula 725, 745 — kernel 660, 722 — summation formula 650, 651 polar coordinates 88 — decomposition 247 — part 247 — triangle 334 polarization identity 3 polygon 274 polyhedron 274 polynomial function 19 —, Bernoulli 187 —, characteristic 39, 239, 527 —, Legendre 177 —, Taylor 68 polytope 274 position operator 644 positive (semi)definite 71 — orientation 552 — parametrization 552 positively homogeneous function 203, 228 potential 697 — difference 547, 566 —, Newton's 728 —, Newton's, of function 721 —, Newton's, of point 720 —, retarded 755, 762 —, scalar 547, 750 —, vector 547, 750 Poynting vector field 748 principal curvature 157 — nonnal 159 principle of stationary phase 656 —, Dirichlet's719 —, Duhamel's 763 —, minimax 246 probability density 644 — density of x-distribution 622 — density of Cauchy distribution 660 — density of distribution 617 — density of Gamma distribution 657 — density of nonnal distribution 617, 618,655 — density of one-sided stable distribution 659 — density of Pearson's x distribution 657 product formula for Gamma function 627 — of mappings 17 —, cross 147 —,Wallis' 184,627 projection, Mercator 339 —, stereographic 336 proper 591 — Lorentz group 386 — Lorentz transformation 386 — mapping 26, 206 property, global 29 —, local 29 pseudosphere 358, 685 pullback 406 — of differential form 571 — under diffeomorphism 88, 268, 404 pushforward under diffeomorphism 270, 404 Pythagoras' Theorem 678 Pythagorean property 3
Index 795 quadrature of pai'abola 730 quadric, nondegenerate 297 quantum number, magnetic 272 — physics 230, 272, 366, 644, 728, 773 quaternion 382 radial part 247 raising operator 371 Rank Lemma 113 rank of operator 113 Rank Theorem 314 rapidity 756,757, 758 rational function 19 — parametrization 390 Rayleigh quotient 72 real-analytic function 70 reciprocal function 17 rectangle 30, 423 rectifying plane 159 recursion relation 625 refinement 424 reflection 374 — fonnula for Gamma function 628, 629 regression fine 228 regular value 591 regularity of mapping R'' D-^ R" 116 — of mapping R" >^ R"-'' 124 — of mapping R" >^ R" 92 regularization 199 relative topology 10 relativistic law for addition of velocities 757 remainder 67 reparametrization 538, 572 representation, highest weight of 371 —, irreducible 371 —, spinor 383 residue 737 Residue Theorem 737 resultant 346 retarded potential 755, 762 reverse triangle inequality 4 revolution, surface of 294 Riemann integrable function with compact support 428 — integrable over rectangle 426 — integrable over submanifold 490 — integrable over submanifold, absolutely 492 — integrable over subset 429 — integrable, absolutely 463 — integrable, locally 461 — integral over subset 429 — integral, lower 426 — integral, upper 426 Riemann's zeta function 191, 197, 612, 622 Rodrigues' fonnula 177 — Theorem 382 Rolle's Theorem 228 rose, with four petals 500 rotation group 303 —, in R3 219, 300 —, in R" 303 —, infinitesimal 303 nile, chain 51 —, cosine 331 —, Cramer's 41 —, de THopital's 311 —, Leibniz' 240 —, sine 331 —, spherical, of cosines 334 —, spherical, of sines 334 saddle point 74 Sard's Theorem 610 scalar function 12 — multiple of mapping 17 — multiplication 2 — potential 539, 547 Schlafli's formula 743 Schrodinger operator 728 Schrodinger's equation 728 Schur complement 304 Schwartz function 466 Schwarz' Theorem 725, 746 screw, hyperbolic 756 second derivative test 74 second-order derivative 63 — partial derivative 61 section 400, 404 —, nonnal 162 segment of great circle 333 self-adjoint operator 41 self-adjointness of Laplacian 718 semicubic parabola 144, 309, 678 semigroup property 661
796 Index semimajor axis 330 semiminor axis 330 Separation Theorem, Jordan-Brouwer 596 sequence, bounded 21 sequential compactness 25 series, binomial 181 —, Dirichlet's 664 —, Eisenstein's 658 —, Euler's 615 —, hypergeometric 637 —, MacLaurin's 70 —, Taylor's 70 set, closed 8 —, open 7 shifted factorial 180 shuffle 578 side of spherical triangle 334 signature, of function at point 73 —, of operator 73 simple zero 101 simplex coordinates 691 —, standard (n - 1)- 690, 691 simply connected 550 sine rule 331 singular point of diffeomorphism 92 — point of function 128 singularity of mapping R" D-^ R" 92 slerp 385 Sobolev's inequality 645 solenoidal 566 solid of revolution, volume of 604 —, Viviani's 681 Sonine's fonnula 670 source-free 546 space, linear 2 —, metric 5 —, vector 2 space-filling curve 211, 214 special linear group 303 — orthogonal group 302 — orthogonal group in R^ 219 — relativity, theory of 756 — unitary group 377 Spectral Theorem 72, 245, 355 sphere 10 spherical coordinates 261 — diangle 681 — function 271 — harmonic function 272 — mean 689, 706, 708 — rule of cosines 334 — rule of sines 334 — triangle 333, 681 spinor 389 — group 383 — representation 383, 389 spiral 107, 138, 296 —, logarithmic 350 spline 675 stability, of atom 728 standard basis 3 — deviation 617, 645 — embedding 114 — inner product 2 — projection 121 star-shaped 548 stationary phase, principle of 656 — point 60 Steiner's hypocycloid 343, 346, 731 — Roman surface 307 step function 435 stereographic projection 306, 336 Stirling's asymptotic expansion 197 — formula 624 stochastics 617 Stokes decomposition 539 Stokes' Integral Theorem 560 — Theorem 575 stratification 304 stratum 304 structure, complex 555 subcovering 30 —, finite 30 subimmersion 315 submanifold 109 — at point 109 —, affine algebraic 128 —, algebraic 128 submersion 112 — at point 112 Submersion Theorem 121 sum of mappings 17 summation convention, Einstein 583 — formula of Bernoulli 188, 194 — formula of Euler—MacLaurin 194 — formula of Poisson 650, 651 superposition 469 support 427 supremum 21
Index 797 surface 110 — integral 560 — of revolution 294 — of revolution, area of 603 —, Cayley's 309 —, Steiner's Roman 307 Sylvester's law of inertia 73 — Theorem 376 symbol, total 241 symmetric matrix 41 symmetry identity 201 symplectic form 771 — group 772 tangent bundle 322, 403 — cluster 684 — mapping 137, 225 — space 134 — space, algebraic description 400 — space, geometric 135 — space, "intrinsic" description 397 — sweep 684 — vector 134 — vector field 163 — vector, geometric 322 tautological fonn 770 Taylor polynomial 68 Taylor's fonnula 68, 250 — series 70 test, Dirichlet's 189 tetrahedron 274, 692 Theorem, Abel-Ruffini's 102 —, Archimedes' 604 —, Arzela's Dominated Convergence 472 —, Brouwer's 20 —, Brouwer's Fixed-point 583, 764 —, Cantor's 211 —, Cauchy's Integral 557 —, Cauchy's Minimum 206 —, Change of Variables 444 —, Continuity 77 —, Differentiation 78, 84, 473 —, Dini's 31 —, Divergence, Gauss' 529 —,Euler's219 —, Fourier's Inversion 468 —, Fubini's 476 —, Fundamental, of Algebra 291, 593, 735 , Gauss—Bonnet's 776 , Global Inverse Function 93 , Green's Integral 554 Hamilton's 375 Hamilton-Cayley's 240 , Heine—Borel's 30 , Immersion 114 Implicit Function 100 Implicit Function, over C 106 Integral, Cauchy's 557 Integral, Green's 554 Isomorphism, for groups 380 , Jordan—Brouwer's Separation 596 , Lagrange's 377 , Liouville's 708, 726, 772 , Local Inverse Function 92 , Local Inverse Function, over C 105 , Mean Value 57 , Mean Value, for harmonic functions 707, 723 , Multinomial 241 , Newton's Binomial 240 , Pythagoras' 678 , Rank 314 , Residue 737 , Rodrigues' 382 , Rolle's 228 .Sard's 610 , Schwarz' 725, 746 , Spectral 72, 245, 355 , Stokes' 575 , Stokes' Integral 560 , Submersion 121 , Sylvester's 376 , Tietze's Extension 608 , Weierstrass' Approximation 216, 667 Theorema Egregium 409 theory of special relativity 756 thermodynamics 290 Tietze's Extension Theorem 608 tope, standard (« + 1)- 274 topology 10 —, algebraic 307, 483, 550, 563 —, relative 10 toroid 349 torsion 159 torus, ^-dimensional 696 total derivative 43 — symbol 241
798 Index totally bounded 209 trace 39, 527 tractrix 357, 685 transfonuation, canonical 772 —, orthogonal 218 transition mapping 118 transport equation 451 transpose matrix 39 transversal 172 transverse axis 330 — intersection 396 triangle inequality 4 — inequality, reverse 4 trisection 326 tubular neighborhood 319 — neighborhood, integration over 698 umbrella, Whitney's 309 uncertainty 645 — relations, Heisenberg's 645 uniform continuity 28 — convergence 82 uniformly continuous mapping 28 unit hyperboloid 390 — sphere 124 — tangent bundle 323 unitary operator 663 unknown 97 unrolling of cone 684 upper Riemann integral 426 — sum 425 Uiysohn's Lemma 608 value, critical 60 vaiiance 617 vector analysis 527 — field 268, 404, 527 — field, gradient 59, 527 — field, harmonic 546 — field, Newton 529 — field, Poynting 748 — potential 547 — space 2 vector-valued function 12 ViUarceau's circles 327 Viviani's solid 681 volume, (f-dimensional 492 —, of Jordan measurable set 429 —, of rectangle 423 volume-preserving C* diffeomorphism 445 Wallis'product 184, 627 wave equation 276, 749 — equation, inhomogeneous 761 — function 644 — operator 755, 756 Weierstrass' p function 185 — Approximation Theorem 216, 667 Weingarten mapping 157 Whitney's umbrella 309 Whittaker's equation 641 winding number 595, 736 Wronskian 233 Young's inequality 353 Zeeman effect 272 zero, simple 101 zero-set 108 zeta function, Riemann's 191, 197, 612, 622 zonal spherical function 271