Geometrical Methods for the Theory of Linear Systems NATO ADVANCED STUDY INSTITUTES SERIES Proceedings of the Advanced Study Institute Programme, which aims at the dissemination of advanced knowledge and the formation of contacts among scientists from different countries The series is published by an international board of publishers in conjunction with NATO Scientific Affairs Division A Life Sciences Plenum Publishing Corporation B Physics London and New York C Mathematical and D. Reidel Publishing Company Physical Sciences Dordrecht, Boston and London D Behavioural and Sijthoff & Noordhoff International Social Sciences Publishers E Applied Sciences Alphen aan den Rijn and Germantown U.S.A. Series C - Mathematical and Physical Sciences Volume 62 - Geometrical Methods for the Theory of Linear Systems (}eonaeUical~ethods for the Theory of Linear Systenas Proceedings ofa NATO Advanced Study Institute and AMS Summer Seminar in Applied Mathematics held at Harvard University, Cambridge, Mass., June 18-29, 1979 edited by CHRISTOPHER I. BYRNES Harvard University, Cambridge, Mass., U.S.A. and CLYDE F. MARTIN Case Western Reserve University, Dept. of Mathematics, Cleveland, Ohio, U.S.A. D. Reidel Publishing Company Dordrecht : Holland / Boston: U.S.A. / London: England Published in cooperation with NATO Scientific Affairs Division Library of Congress cataloging in Publication Data Nato Advanced Study Institute, Harvard University, 1979. Geometrical methods for the theory of linear systems. (NATO advanced study institutes series: Series C, Mathematical and physical sciences; v. 62) 1. System analysis-Congresses. 2. Geometry-Congresses. I. Byrnes, Christopher 1.,1949- II. Martin, Clyde. III. AMS Summer Seminar in Applied Mathematics, Harvard University, 1979. IV. North Atlantic Treaty Organization. V. American Mathematical Society. VI. Title. VII. Series. QA402.N33 1979 003'.01'512 80-20465 ISBN-13: 978-94-009-9084-5 e-ISBN-13: 978-94-009-9082-1 001: 10.1007/978-94-009-9082-1 Published by D. Reidel Publishing Company P.O. Box 17,3300 AA Dordrecht, Holland Sold and distributed in the U.S.A. and Canada by Kluwer Boston Inc., 190 Old Derby Street, Hingham, MA 02043, U.S.A. In all countries, sold and distributed by Kluwer Academic Publishers Group, P.O. Box 322,3300 AH Dordrecht, Holland D. Reidel Publishing Company is a member of the Kluwer Group All Rights Reserved Copyright © 1980 by D. Reidel Publishing Company, Dordrecht, Holland Softcoverreprintofthe hardawer 15tedition 1980 No part of the material protected by this copyright notice may be reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording or by any informational storage and retrieval system, without written permission from the copyright owner TABLE OF CONTENTS PREFACE ix C. BYRNES, M. HAZEWINKEL, C. MARTIN and Y. ROUCHALEAU / Introduction to Geometrical Methods for the Theory of Linear Systems 1 C. I. BYRNES / Algebraic and Geometric Aspects of the Analysis of Feedback Systems 85 M. HAZEWINKEL / (Fine) Moduli (Spaces) for Linear Systems: What Are They and What Are They Good for? 125 C. MARTIN / Grassmannian Manifolds, Riccati Equations and Feedback Invariants of Linear Systems 195 Y. ROUCHALEAU / Commutative Algebra in System Theory 213 H. H. ROSENBROCK / Systems and Polynomial Matrices 233 P. A. FUHRMANN / Functional Models, Factorizations and Linear Systems 257 J. C. WILLEMS and J. H. VAN SCHUPP EN / Stochastic Systems and the Problem of State Space Realization 283 Index 315 DEDICATION This volume is dedicated to Roger Brockett, Robert Hermann, and Rudolph Kalman in acknowledgement of their pioneering contri butions in the use of geometric and topological methods in control theory. PREFACE The lectures contained in this book were presented at Harvard University in June 1979. The workshop at which they were presented was the third such on algebro-geometric methods. The first was held in 1973 in London and the emphasis was largely on geometric methods. The second was held at Ames Research Center-NASA in 1976. There again the emphasis was on geometric methods, but algebraic geometry was becoming a dominant theme. In the two years after the Ames meeting there was tremendous growth in the applications of algebraic geometry to systems theory and it was becoming clear that much of the algebraic systems theory was very closely related to the geometric systems theory. On this basis we felt that this was the right time to devote a workshop to the applications of algebra and algebraic geometry to linear systems theory. The lectures contained in this volume represent all but one of the tutorial lectures presented at the workshop. The lec ture of Professor Murray Wonham is not contained in this volume and we refer the interested to the archival literature. This workshop was jointly sponsored by a grant from Ames Research Center-NASA and a grant from the Advanced Study Institute Program of NATO. We greatly appreciate the financial support rendered by these two organizations. The American Mathematical Society hosted this meeting as part of their Summer Seminars in Applied Mathematics and will publish the companion volume of con tributed papers. Many people were involved in the preparations for the meeting and in the preparation of this volume. We would like to specifi cally thank the conference secretaries, Joyce Martin and Maureen Ryan, and a special thanks to Joyce who typed this volume, often from almost illegible copy. As the editors of this volume, we would like in particular to thank Roger Brockett who served with us as codirector and provided the leadership that is necessary for such a conference to succeed. Christopher Byrnes Harvard University Clyde Martin Case Western Reserve University IX c.l. Byrnes and C. F. Martin, Geometrical Methods for the Theory of Linear Systems, ix. Copyright © 1980 by D. Reidel Publishing Company. INTRODUCTION TO GEOMETRICAL FOR THE THEORY OF LINEAR ~1ETHODS SYSTEMS C. Byrnes, M. Hazewinkel, C. Martin, and Y. Rouchaleau In this joint totally tutorial chapter we try to discuss those definitions and results from the areas of mathematics which have already proved to be important for a number of problems in linear system theory. Depending on his knowledge, mathematical expertise and inter ests, the reader can skip all or certain parts of this chapter O. Apart from the joint section, the basic function of this chapter is to provide the reader of this volume with enough readily avail able background material so that he can understand those parts of the following chapters which build on this--for a mathematical system theorist perhap,s not totally standard--basic material. The joint section is different in nature; it attempts to explain some of the ideas and problems which were (and are) prominent in classical algebraic geometry and to make clear that many of the problems now confronting us in linear system theory are similar in nature if not in detail. Thus we hope to transmit some intui tion why one can indeed expect that the tools and philosophy of algebraic geometry will be fruitful in dealing with the formid able array of problems of contemporary mathematical system theory. This section can, of course, be skipped without endangering one's chances of understanding the remainder of this chapter and the following chapters. The contents of this introductory chapter are: 1. Historical prelude. Some problems of classical algebraic geometry. 1.1 Plane algebraic curves C. L Byrne, and C. F. MfUtin, Geometrical Methoth for the Theory of Linf!llr SyBtemB, 1-84. Copyright © 1980 by D. Reidel PubliBhing Company. 2 C. BYRNES ET AL. 1.2 Riemann surfaces and fields of meromorphic func tions 1.3 Invariants 2. Modules over Noetherian rings and principal ideal domains 2.1 Noetherian rings and modules: fundamental results 2.2 Examples of Noetherian rings 2.3 On duality and the structure of modules over Noetherian rings 2.4 Modules over a principal ideal domain 3. Differentiable manifolds, vector bundles and Grassman nians 3.1 Differentiable manifolds 3.2 Partitions of unity 3.3 Vector bundles 3.4 On homotopy 3.5 Grassmannians and classifying vector bundles 4. Varieties, vector bundles, Grassmannians and Intersec tion theory 4.1 Affine space and affine algebraic varieties 4.2 Projective space, projective varieties, quasi pro jective varieties 4.3 Grassmann manifolds, algebraic vector-bundles 4.4 Intersection theory 5. Linear algebra over rings 5.1 Surjectivity of linear transformations. Nakayama's lemma 5.2 Injectivity of linear transformations. Solving Tx = y. Localization. 5.3 Structure of linear transformations. The Quillen Suslin theorem (formerly the Serre conjecture) 1. SOME OF CLASSICAL ALGEBRAIC GEor1ETRY PROBLE~1S The purpose of this section is to give insight into certain of the problems and achievements of 19th century algebraic geome try, in a historical perspective. It is our hope that this per spective, which for several reasons is limited, will go some of the distance towards explaining some natural interrelations between algebraic geometry and analysis, as well as a natural con nection between algebraic geometry and linear system theory. GEOMETRICAL METHODS FOR THE THEORY OF LINEAR SYSTEMS 3 1.1 Plane algebraic curves To begin, perhaps the most primitive of algebraic object~ geometry are varieties, e.g., p1an2 curves in [ (say the vari ety defined by the equation y = x ), and the most primitive rela tions are those of incidence, e.g., the intersection of varieties. To fix the ideas, ~et us consider the problem of describing all plane curves in [ and the problem of describing their intersec tions. Since any two distinct irreducible (i.e., the polynomial f(x,y), whose locus is the curve, is irreducible) curves inter sect in finitely many points, the first problem of describing such an intersection is to compute the number of such points in terms of the two curves. Now, whenever one speaks of a scheme for the description or classification of objects, such as plane curves, one has in mind a certain notion of equivalence. And, quite often, this involves the notions of transformation. For example, if SL(2,[) is the group of 2x2 matrices with determinant 1, then g E SL(2,[) acts on [2 by linear change of variables and it has been known since the introduction of Cartesian coordinates that a linear change of coordinates leaves the degree of a curve invariant. That is, if f(x,y) is homogeneous, then (1.1.1) has the same degree as f. So, for homogeneous f, we may begin the classification scheme by fixing the degree. Now any f which is homogeneous of degree 1 is a linear functional, and these are well understood. If f is homogeneous of degree 2, then one can check that the discriminant l',(f) = b2 - 4ac, where f(x,y) = ax2 + bxy + cy2 is invariant under SL(2,[); i.e., l',(f) = l',(fg) , for all g E SL(2,[) • (1.1.2) This explains, in part, why the discriminant is so important in analytic geometry, but there really is a lot more to the story. First of all, (1.1.2) asserts that the discriminant of f, l',(f) , is the same regardless of the choice of coordinates used to express f (provided we allow only volume preserving, orienta tion P2ese2ving changes of coordinates). But this is also true for l', ,l', + 3, etc. In 1801, Gauss [2,4J proved an important
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