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Lecture Notes in Control and Information Sciences 327 Editors:M.Thoma · M.Morari J.-D. Fournier (cid:1) J. Grimm (cid:1) J. Leblond J. R. Partington (Eds.) Harmonic Analysis and Rational Approximation Their Ro^les in Signals, Control and Dynamical Systems With47Figures SeriesAdvisoryBoard F.Allgo¨wer·P.Fleming·P.Kokotovic·A.B.Kurzhanski· H.Kwakernaak·A.Rantzer·J.N.Tsitsiklis Editors Dr.J.-D.Fournier Prof.J.R.Partington Dr.J.Grimm UniversityofLeeds Dr.J.Leblond SchoolofMathematics De´partementARTEMIS LS29JTLeeds CNRSandObservatoiredelaCoˆted’Azur UnitedKingdom BP4229 06304NiceCedex4 France ISSN0170-8643 ISBN-10 3-540-30922-5 SpringerBerlinHeidelbergNewYork ISBN-13 978-3-540-30922-2 SpringerBerlinHeidelbergNewYork LibraryofCongressControlNumber:2005937084 Thisworkissubjecttocopyright.Allrightsarereserved,whetherthewholeorpartofthemate- rialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation, broadcasting,reproductiononmicrofilmorinotherways,andstorageindatabanks.Duplication ofthispublicationorpartsthereofispermittedonlyundertheprovisionsoftheGermanCopyright LawofSeptember9,1965,initscurrentversion,andpermissionforusemustalwaysbeobtained fromSpringer-Verlag.ViolationsareliabletoprosecutionunderGermanCopyrightLaw. SpringerisapartofSpringerScience+BusinessMedia springer.com ©Springer-VerlagBerlinHeidelberg2006 PrintedinGermany Theuseofgeneraldescriptivenames,registerednames,trademarks,etc.inthispublicationdoes notimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Typesetting:Dataconversionbyauthors. FinalprocessingbyPTP-BerlinProtago-TEX-ProductionGmbH,Germany Cover-Design:design&productionGmbH,Heidelberg Printedonacid-freepaper 54/3141/Yu-543210 In memoriam Macieja Pindora Preface ThisbookisanoutgrowthofasummerschoolthattookplaceontheIslandof Porquerolles in September 2003. The goal of the school was mainly to teach certain pieces of mathematics to practitioners coming from three different communities: signal, control and dynamical systems theory. Our impression was indeed that, in spite of their great potential applicability, 20th century developmentsinapproximationtheoryandFouriertheory,whilecommonplace among mathematicians, are unknown or under-appreciated within the above- mentioned communities. Specifically, we had in mind: • someadvancesinanalytic,meromorphicandrationalapproximationtheory, as well as their links with identification, robust control and stabilization of infinite-dimensional systems; • the rich correspondences between the complex and real asymptotic be- havior of a function and its Fourier transform, as already described, for instance, in Wiener’s books. In this respect, it is noticeable that in the last twenty years, much effort has been devoted to the research and teaching of recent decomposition tools, like wavelets or splines, linked to real analysis. From the early stages, we shared the view that, in contrast, research in certain fields suffers from the lack of a working knowledge of modern Fourier analysis and modern complex analysis. Finally, we felt the need to introduce at the core of the school a proba- bilistic counterpart to some of the questions raised above. Although familiar to specialists of signal and dynamical systems theory, probability is often ig- noredbymembersofthecontrolandapproximationtheorycommunities.Yet we hope to convey to the reader the conviction that there is room for fa- scinating phenomena and useful results to be discovered at the junction of probability and complex analysis. This book is not just a proceedings of the summer school, since the con- tributions made by the speakers have been totally rewritten, anonymously refereed and edited in order to reflect some of the common themes in which the authors are interested, as well as the diversity of the applications. The VIII Preface contributors were asked to imagine addressing a fellow-scientist with a non- negligible but modest background in mathematics. In drawing the boundaries between the chapters of the book, we have also triedtoeliminateredundancy,whileallowingforrepetitionofathemeasseen from different points of view. We begin in Part I with a general introduction from the late Maciej Pin- dor. He surveys the conceptual and practical value of complex analyticity, both in the physical and the conjugate Fourier variables, for physical theories originally built in the real domain. Obstacles to analytic extension, like polar singularities known as “resonances”, a key concept of the school, turn out to have themselves a physical meaning. It is illustrated here by means of optical dispersion relations and the scattering of particles. Part II of this book contains basic material on the complex analysis and harmonicanalysisunderlyingthefurtherdevelopmentspresentedinthebook. Candelpergherwritesoncomplexanalysis,inparticularanalyticcontinuation and the use of Borel summability and Gevrey series. Partington gives an account of basic harmonic analysis, including Fourier, Laplace and Mellin transforms, and their links with complex analysis. Part III contains further basic material, explaining some of the aspects of approximation theory. Pindor presents the theory of Pad´e approximation, including convergence issues. Levin and Saff explain how potential theoretic tools such as capacity play a role in the study of efficient polynomial and rationalapproximation,andanalysesomeweightedproblems.Partingtondis- cussestheuseofbasesofrationalfunctions,includingorthogonalpolynomials, Szeg¨o bases, and wavelets. FinallyPartIVcompletesthefoundationsbyatourinprobabilitytheory. The driving force behind the order emerging from randomness, the central limittheorem,isexplainedbyCollet,includingconvergenceandfractalissues. Dujardin gives an account of the properties of random real polynomials, with particularreferencetothedistributionoftheirrealandcomplexroots.Pindor puts rational approximation into a stochastic context, the basic idea being to obtain rational interpolants to noisy data. Themajorapplicationofthethemesofthisbookliesinsignalandcontrol theory, which is treated in Part V. Deistler gives a thorough treatment of the spectral theory of stationary processes, leading to an account of ARMA and state space systems. Cuoco’s paper treats the power spectral density of physical systems and its estimation, to be used in the extraction of signals out of noisy data. Olivi continues some of the ideas of Parts II and III, and, underthegeneralumbrellaoftheLaplacetransformincontroltheory,discus- ses linear time-invariant systems, controllability and rational approximation. Baratchart uses Laplace–Fourier transform techniques in giving an account of recent work analysing problems originating in the identification of linear systems subject to perturbations. In a final return to the perspective of the Introduction, Parts VI and VII shows the roˆle of the previously-discussed toolsinextremelydiversedomainsofphysics.InPartVI,somemathematical Preface IX aspects of dynamical systems theory are discussed. Biasco and Celletti are concernedwithcelestialmechanicsandtheuseofperturbationtheorytoana- lyseintegrableandnearly-integrablesystems.Baladigivesabriefintroduction toresonancesinhyperbolicandhamiltoniansystems,consideredviathespec- traofcertaintransferoperators.PartVIIisdevotedtoamodernapproachto two classical physics problems. Borgnat is concerned with turbulence in fluid flow; he discusses which tools, including the Mellin transform, can be adap- ted to reveal the various statistical properties of intermittent signals. Finally, Bondu and Vinet give an account of the high-performance control and noise analysis required at the gravitational waves VIRGO antenna. Last but not least, our thanks go to the authors of the 17 contributions gathered in this book, as well as to all those who have helped us produce it, with particular mention of the anonymous referees. Nice (France), Sophia-Antipolis (France), Leeds (U.K.), July 2005. The editors: Jean-Daniel Fournier, Jos´e Grimm, Juliette Leblond, Jonathan R. Partington. X Preface Maciej PINDOR Our colleague Dr. Maciej Pindor of Poland, the friend, collaborator and vi- sitor of Jean-Daniel Fournier (JDF), died on Saturday 5th July 2003 at the Nice Observatory. Apparently, he was on his way to work from the “Pavil- lon Magn´etique”, where he was staying, to his office at “CION”. His death was attributed to cardiac problems. He was 62 years old. Some colleagues were present, including the Director of the “Observatoire de la Coˆte d’Azur” (OCA) and JDF, when help arrived. MaciejPindorwasaseniorlecturerattheInstituteofTheoreticalPhysics at the University of Warsaw. He performed his research work with the same care that he devoted to his teaching duties. He was a specialist in complex analysis,appliedtosomequestionsoftheoreticalphysics,and,inrecentyears, to the processing of data; he produced theoretical and numerical solutions, whichinthisregardshowedaningenuityandreliabilitythatishardtomatch. He taught effective computational methods to young physicists. From the beginning of the thesis that Ben´edicte Dujardin has been writing under the direction of JDF, M. Pindor participated in her supervision. ThecollaborationofJDFandhiscolleagueswithM.Pindorbeganin1996. Over the years, it was supported by regular or exceptional funding from the Cassini Laboratory, the Theoretical Physics Institute of Warzaw, the Polish Academy of Sciences and from OCA (with an associated post in astronomy). Thus M. Pindor came to Nice several times, and many people knew him. His genuine modesty made him a very accessible person, and dealings with him were agreeable and fruitful in all cases. ForthesummerschoolofPorquerolles,hehadagreedtogivethreecourses, on three different subjects. In this he was motivated by friendship, scientific interest, and his acute awareness of the teaching responsibility borne by uni- versity staff; since then he had overcome the anxiety that he felt towards the idea of presenting mathematics in front of professional mathematicians. In particular, he was due to give the opening course, showing the link between physics and mathematics, treating the ideas of analyticity and resonance. He produced his notes for the course in good time, and these are therefore in- cluded under his name in this book and listed in the table of contents. At Porquerolles his courses were given by three different people. As co-worker JDF took the topic “rational approximation and noise”. We sincerely thank the two others: G. Turchetti, himself an old friend of M. Pindor, agreed to expound the roˆle of analytic continuation and Pad´e approximants in theore- tical and mathematical physics; E. B. Saff kindly offered to lecture on the mathematics behind Pad´e approximants. This book is dedicated to the memory of Maciej Pindor. This obituary and M. Pindor’s photograph have been included here by agreement with his widow, Dr. Krystyna Pindor-Rakoczy. Preface XI Memories of the Porquerolles School, a word from the co-directors As already mentioned in the Preface, we organized the editing of the present book as a separate scientific undertaking, distinct from the school itself and with a wider team including J. Grimm and J.R. Partington. Nevertheless we feel bound to stress that the book is in part the result of the intellectual and congenial atmosphere created in Porquerolles in September 2003 by the speakers and the participants. Such moments are to be cherished, and have rewarded us for our own preparatory work. This seems a natural place to thank those of our colleagues who contributed to the running of the school, either as scientists or assistants, including those whose names do not appear here. Conversely we thank especially Elena Cuoco, who agreed to write a chapter for the book, although she had not been able to attend the school for personal reasons. List of participants D. Avanessoff (INRIA, Sophia-Antipolis [SA]), V. Baladi (CNRS, Univ. Jussieu, Paris), L. Baratchart (INRIA, SA), L. Biasco (Univ. Rome III, It.), B. Beckermann (Univ. Lille), F. Bondu (CNRS, Observatoire de la Coˆte d’Azur [OCA], Nice), XII Preface P. Borgnat (CNRS, ENS Lyon), V. Buchin (Russian Academy of Sciences, Moscow, Russia), B. Candelpergher (Univ. Nice, Sophia-Antipolis [UNSA]), A. Celletti (Univ. Rome Tor Vergata, It.), A. Chevreuil (Univ. Marne la Vall´ee), C. Cichowlas (ENS Ulm, Paris), P. Collet (CNRS, Ecole Polytechnique, Palaiseau), D. Coulot (OCA, Grasse), F. Deleflie (OCA, Grasse), M. Deistler (Univ. Tech. Vienne, Aut.), B. Dujardin (OCA, Nice), Y. Elskens (CNRS, Univ. Provence, Marseille), J.-D. Fournier (CNRS, OCA, Nice), V. Fournier (Nice), Ch. Froeschl´e (CNRS, OCA, Nice), C. Froeschl´e (CNRS, OCA, Nice), A. Gombani (CNR, LADSEB, Padoue, It.), J. Grimm (INRIA, SA), E. Hamann (Univ. Tech. Vienne, Aut.), J.-M. Innocent (Univ. Provence, Marseille), J.-P. Kahane (Acad. Sciences Paris et Univ. Orsay), E. Karatsuba (Russian Academy of Sciences, Moscow, Russia), J. Leblond (INRIA, SA), M. Mahjoub (LAMSIN-ENIT, Tunis), D. Matignon (ENST, Paris), G. M´etris (OCA, Grasse), N.-E. Najid (Univ. Hassan II, Casablanca, Ma.), A. Neves (Univ. Paris V), L. Niederman (Univ. Orsay), N. Nikolski (Univ. Bordeaux), A. Noullez (OCA, Nice), M. Olivi (INRIA, SA), J.R. Partington (Univ. Leeds, GB), J.-B. Pomet (INRIA, SA), E.B. Saff (Univ. Vanderbilt, Nashville, USA), F. Seyfert (INRIA, SA), N. Sibony (Univ. Orsay), M. Smith (Univ. York, GB), G. Turchetti (Univ. Bologne, It.), G. Valsecchi (Univ. Rome, It.), J.-Y. Vinet (OCA, Nice), P. Vitse (Univ. Laval, Qu´ebec, Ca.).

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wavelets or splines, linked to real analysis. From the early stages, Szegö bases, and wavelets. Finally Part IV .. Inria, Apics Team. 2004, Route des
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