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Subspace Methods for System Identification
Taschenbuch von Tohru Katayama
Sprache: Englisch

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Beschreibung
An in-depth introduction to subspace methods for system identification in discrete-time linear systems thoroughly augmented with advanced and novel results, this text is structured into three parts.

Part I deals with the mathematical preliminaries: numerical linear algebra; system theory; stochastic processes; and Kalman filtering. Part II explains realization theory as applied to subspace identification. Stochastic realization results based on spectral factorization and Riccati equations, and on canonical correlation analysis for stationary processes are included. Part III demonstrates the closed-loop application of subspace identification methods.

Subspace Methods for System Identification is an excellent reference for researchers and a useful text for tutors and graduate students involved in control and signal processing courses. It can be used for self-study and will be of interest to applied scientists or engineers wishing to use advanced methods in modeling and identification of complex systems.
An in-depth introduction to subspace methods for system identification in discrete-time linear systems thoroughly augmented with advanced and novel results, this text is structured into three parts.

Part I deals with the mathematical preliminaries: numerical linear algebra; system theory; stochastic processes; and Kalman filtering. Part II explains realization theory as applied to subspace identification. Stochastic realization results based on spectral factorization and Riccati equations, and on canonical correlation analysis for stationary processes are included. Part III demonstrates the closed-loop application of subspace identification methods.

Subspace Methods for System Identification is an excellent reference for researchers and a useful text for tutors and graduate students involved in control and signal processing courses. It can be used for self-study and will be of interest to applied scientists or engineers wishing to use advanced methods in modeling and identification of complex systems.
Über den Autor

Tohru Katayama received B.E., M.E. and Ph.D. degrees in applied mathematics and physics, from Kyoto University, in 1964, 1966 and 1969, respectively. Since 1986, he has been Professor at the Department of Applied Mathematics and Physics, Kyoto University, and had visiting positions at UCLA and the University of Padova. His main research interests include statistical estimation theory, Kalman filtering, spectral factorization, stochastic realization, system identification, and modeling and control of industrial processes, in which areas he has published over 100 papers, six books in Japanese, and edited a book on control and signal processing.

Professor Katayama has been an Associate Editor of IEEE Transactions on Automatic Control from 1996 to 1998, and a Subject Editor of Journal of Nonlinear and Robust Control for the last 10 years. He is a Fellow of the Society of Instrumentation and Control Engineers, Japan, is a past Chair of the IFAC Technical Committee on Stochastic Systems and is now the Chair of the IFAC Coordinating Committee on Systems and Signals for 2002-2005.

Zusammenfassung
The introductory material combined with novel research results and proofs will make this an all-in-one reference of subspace identification methods for control and signal processing researchers
Develops new results in stochastic realization theory incorporating the presence of exogenous inputs
Chapter-by-chapter examples, exercises and solutions will guide the graduate student through learning basic and abstruse aspects of subspace methods and system identification
Tutors and supervisors are provided with ready checks on their students' progress with exercise solutions and pre-written Matlab® programs reducing preparation effort to a minimum
Inhaltsverzeichnis
Introduction Part I: Preliminaries Linear Algebra and Preliminaries Disctrete-time Linear Systems Stochastic Processes Kalman Filter Part II: Realization Theory Realization of Deterministic Problems Stochastic Realization Theory I Stochastic Realization Theory II Part III: Subspace Identification Subspace Identification I: ORT Subspace Identification II: CCA Identification of Closed-loop System Appendices Least-squares Method Input Signals for System Identification Overlapping Parametrization Matlab® Programs Solutions to Problems
Details
Erscheinungsjahr: 2010
Fachbereich: Nachrichtentechnik
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Communications and Control Engineering
Inhalt: xvi
392 S.
ISBN-13: 9781849969888
ISBN-10: 1849969884
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Katayama, Tohru
Auflage: Softcover reprint of hardcover 1st ed. 2005
Hersteller: Springer London
Springer-Verlag London Ltd.
Communications and Control Engineering
Maße: 235 x 155 x 23 mm
Von/Mit: Tohru Katayama
Erscheinungsdatum: 19.10.2010
Gewicht: 0,616 kg
Artikel-ID: 107145306
Über den Autor

Tohru Katayama received B.E., M.E. and Ph.D. degrees in applied mathematics and physics, from Kyoto University, in 1964, 1966 and 1969, respectively. Since 1986, he has been Professor at the Department of Applied Mathematics and Physics, Kyoto University, and had visiting positions at UCLA and the University of Padova. His main research interests include statistical estimation theory, Kalman filtering, spectral factorization, stochastic realization, system identification, and modeling and control of industrial processes, in which areas he has published over 100 papers, six books in Japanese, and edited a book on control and signal processing.

Professor Katayama has been an Associate Editor of IEEE Transactions on Automatic Control from 1996 to 1998, and a Subject Editor of Journal of Nonlinear and Robust Control for the last 10 years. He is a Fellow of the Society of Instrumentation and Control Engineers, Japan, is a past Chair of the IFAC Technical Committee on Stochastic Systems and is now the Chair of the IFAC Coordinating Committee on Systems and Signals for 2002-2005.

Zusammenfassung
The introductory material combined with novel research results and proofs will make this an all-in-one reference of subspace identification methods for control and signal processing researchers
Develops new results in stochastic realization theory incorporating the presence of exogenous inputs
Chapter-by-chapter examples, exercises and solutions will guide the graduate student through learning basic and abstruse aspects of subspace methods and system identification
Tutors and supervisors are provided with ready checks on their students' progress with exercise solutions and pre-written Matlab® programs reducing preparation effort to a minimum
Inhaltsverzeichnis
Introduction Part I: Preliminaries Linear Algebra and Preliminaries Disctrete-time Linear Systems Stochastic Processes Kalman Filter Part II: Realization Theory Realization of Deterministic Problems Stochastic Realization Theory I Stochastic Realization Theory II Part III: Subspace Identification Subspace Identification I: ORT Subspace Identification II: CCA Identification of Closed-loop System Appendices Least-squares Method Input Signals for System Identification Overlapping Parametrization Matlab® Programs Solutions to Problems
Details
Erscheinungsjahr: 2010
Fachbereich: Nachrichtentechnik
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Communications and Control Engineering
Inhalt: xvi
392 S.
ISBN-13: 9781849969888
ISBN-10: 1849969884
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Katayama, Tohru
Auflage: Softcover reprint of hardcover 1st ed. 2005
Hersteller: Springer London
Springer-Verlag London Ltd.
Communications and Control Engineering
Maße: 235 x 155 x 23 mm
Von/Mit: Tohru Katayama
Erscheinungsdatum: 19.10.2010
Gewicht: 0,616 kg
Artikel-ID: 107145306
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