System Identification: Theory for the User (2nd Edition)

 
9780136566953: System Identification: Theory for the User (2nd Edition)

Lennart Ljung's System Identification: Theory for the User is a complete, coherent description of the theory, methodology, and practice of System Identification. This completely revised Second Edition introduces subspace methods, methods that utilize frequency domain data, and general non-linear black box methods, including neural networks and neuro-fuzzy modeling. The book contains many new computer-based examples designed for Ljung's market-leading software, System Identification Toolbox for MATLAB. Ljung combines careful mathematics, a practical understanding of real-world applications, and extensive exercises. He introduces both black-box and tailor-made models of linear as well as non-linear systems, and he describes principles, properties, and algorithms for a variety of identification techniques.

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From the Publisher:

Describes the diverse area of identification algorithms within a coherent framework. An account of underlying principles, main theoretical results as well as algorithms and practical aspects. For Sr/Grad course or systems identification in EE, ME, CHE (usually taught by controls and systems people).

From the Back Cover:


65669-4

The field's leading text, now completely updated.

Modeling dynamical systems — theory, methodology, and applications.

Lennart Ljung's System Identification: Theory for the User is a complete, coherent description of the theory, methodology, and practice of System Identification. This completely revised Second Edition introduces subspace methods, methods that utilize frequency domain data, and general non-linear black box methods, including neural networks and neuro-fuzzy modeling. The book contains many new computer-based examples designed for Ljung's market-leading software, System Identification Toolbox for MATLAB.

Ljung combines careful mathematics, a practical understanding of real-world applications, and extensive exercises. He introduces both black-box and tailor-made models of linear as well as non-linear systems, and he describes principles, properties, and algorithms for a variety of identification techniques:

  • Nonparametric time-domain and frequency-domain methods.
  • Parameter estimation methods in a general prediction error setting.
  • Frequency domain data and frequency domain interpretations.
  • Asymptotic analysis of parameter estimates.
  • Linear regressions, iterative search methods, and other ways to compute estimates.
  • Recursive (adaptive) estimation techniques.

Ljung also presents detailed coverage of the key issues that can make or break system identification projects, such as defining objectives, designing experiments, controlling the bias distribution of transfer-function estimates, and carefully validating the resulting models.

The first edition of System Identification has been the field's most widely cited reference for over a decade. This new edition will be the new text of choice for anyone concerned with system identification theory and practice.

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Lennart Ljung
Editore: Pearson Education (US), United States (1999)
ISBN 10: 0136566952 ISBN 13: 9780136566953
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Descrizione libro Pearson Education (US), United States, 1999. Hardback. Condizione libro: New. 2nd edition. Language: English . Brand New Book. Appropriate for courses in System Identification. This book is a comprehensive and coherent description of the theory, methodology and practice of System Identification-the science of building mathematical models of dynamic systems by observing input/output data. It puts the user in focus, giving the necessary background to understand theoretical foundation and emphasizing the practical aspects of the options and choices that face the user. The Second Edition has been updated to include material on subspace methods, non-linear black box models-such as neural networks-and methods that use frequency domain data. Codice libro della libreria AAK9780136566953

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Descrizione libro Prentice Hall. Condizione libro: New. Brand New. Codice libro della libreria 0136566952

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Lennart Ljung
Editore: Pearson Education (US), United States (1999)
ISBN 10: 0136566952 ISBN 13: 9780136566953
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Descrizione libro Pearson Education (US), United States, 1999. Hardback. Condizione libro: New. 2nd edition. Language: English . Brand New Book. Appropriate for courses in System Identification. This book is a comprehensive and coherent description of the theory, methodology and practice of System Identification-the science of building mathematical models of dynamic systems by observing input/output data. It puts the user in focus, giving the necessary background to understand theoretical foundation and emphasizing the practical aspects of the options and choices that face the user. The Second Edition has been updated to include material on subspace methods, non-linear black box models-such as neural networks-and methods that use frequency domain data. Codice libro della libreria AAK9780136566953

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Descrizione libro Pearson Education (US), United States, 1999. Hardback. Condizione libro: New. 2nd edition. Language: English . This book usually ship within 10-15 business days and we will endeavor to dispatch orders quicker than this where possible. Brand New Book. Appropriate for courses in System Identification. This book is a comprehensive and coherent description of the theory, methodology and practice of System Identification-the science of building mathematical models of dynamic systems by observing input/output data. It puts the user in focus, giving the necessary background to understand theoretical foundation and emphasizing the practical aspects of the options and choices that face the user. The Second Edition has been updated to include material on subspace methods, non-linear black box models-such as neural networks-and methods that use frequency domain data. Codice libro della libreria BTE9780136566953

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Descrizione libro Pearson Education (US), 1999. Condizione libro: New. Suitable for courses in System Identification, this book provides a description of the theory, methodology and practice of System Identification - the science of building mathematical models of dynamic systems by observing input/output data. It includes material on subspace methods, non-linear black box models - such as neural networks. Num Pages: 672 pages, Illustrations. BIC Classification: GPFC; TJ; UY. Category: (U) Tertiary Education (US: College). Dimension: 237 x 183 x 36. Weight in Grams: 1190. . 1999. 2nd Edition. Hardcover. . . . . . Codice libro della libreria V9780136566953

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Descrizione libro Pearson Education (US). Hardback. Condizione libro: new. BRAND NEW, System Identification: Theory for the User (2nd Revised edition), Lennart Ljung, Appropriate for courses in System Identification. This book is a comprehensive and coherent description of the theory, methodology and practice of System Identification-the science of building mathematical models of dynamic systems by observing input/output data. It puts the user in focus, giving the necessary background to understand theoretical foundation and emphasizing the practical aspects of the options and choices that face the user. The Second Edition has been updated to include material on subspace methods, non-linear black box models-such as neural networks-and methods that use frequency domain data. Codice libro della libreria B9780136566953

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Descrizione libro Hardback. Condizione libro: New. Not Signed; Appropriate for courses in System Identification. This book is a comprehensive and coherent description of the theory, methodology and practice of System Identification-the science of building mathematical models of dynamic systems by observing input/output data. It puts the user in focus, giving th. book. Codice libro della libreria ria9780136566953_rkm

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Descrizione libro Prentice Hall, 1999. Hardcover. Condizione libro: New. Never used!. Codice libro della libreria P110136566952

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Descrizione libro Prentice Hall. Hardcover. Condizione libro: New. 0136566952 BRAND NEW W/FAST SHIPPING! This item is: System Identification: Theory for the User, 2nd Ed., 1997, by Ljung, Lennart; FORMAT: Hardcover; ISBN: 9780136566953. Choose Expedited for fastest shipping! Our 98%+ rating proves our commitment! We cannot ship to PO Boxes/APO address. To avoid ordering the wrong item, please check your item's ISBN number!. Codice libro della libreria P9780136566953

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Descrizione libro Pearson Education (US). Condizione libro: New. Suitable for courses in System Identification, this book provides a description of the theory, methodology and practice of System Identification - the science of building mathematical models of dynamic systems by observing input/output data. It includes material on subspace methods, non-linear black box models - such as neural networks. Num Pages: 672 pages, Illustrations. BIC Classification: GPFC; TJ; UY. Category: (U) Tertiary Education (US: College). Dimension: 237 x 183 x 36. Weight in Grams: 1190. . 1999. 2nd Edition. Hardcover. . . . . Books ship from the US and Ireland. Codice libro della libreria V9780136566953

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