System Identification Theory for the User

Name: System Identification Theory for the User
Price: 184.42 USD
Availability: InStock
ISBN: 9780136566953

ISBN-10: 0136566952

ISBN-13: 9780136566953

Edition: 2nd 1997 (Revised)

Authors: Lennart Ljung

List price: $220.00

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Appropriate for courses in System Identification. This book is a comprehensive and coherent description of the theory, methodology and practice of System Identificationthe 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 modelssuch as neural networksand methods that use frequency domain data.

Book details

List price: $220.00
Edition: 2nd
Copyright year: 1997
Publisher: Pearson Education
Publication date: 12/29/1998
Binding: Hardcover
Pages: 640
Size: 7.30" wide x 9.40" long x 1.50" tall
Weight: 2.772
Language: English




Introduction



Systems and Models



Time-Invariant Linear Systems



Simulation, Prediction, and Control



Models of Linear Time-Invariant Systems



Models for Time-Varying and Nonlinear Systems



Methods



Nonparametric Time- and Frequency-Domain Methods



Parameter Estimation Methods



Covergence and Consistency



Asymptotic Distribution of Parameter Estimates



Computing the Estimate



Recursive Estimation Methods



User's Choices



Options and Objectives



Affecting the Bias Distribution of Transfer-Function Estimates



Experiment Design



Choice of Identification Criterion



Model Structure Selection and Model Validation



System Identification in Practice



Some Concepts from Probability Theory



Some Statistical Techniques for Linear Regressions