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An Introduction to Identification

An Introduction to Identification

Paperback

Series: Dover Books on Electrical Engineering

General ComputersGeneral Science

Publisher Price: $16.95

ISBN10: 0486469352
ISBN13: 9780486469355
Publisher: Dover Pubn Inc
Published: Apr 1 2009
Pages: 320
Weight: 0.75
Height: 0.70 Width: 5.30 Depth: 8.30
Language: English
Advanced undergraduates and graduate students of electrical, chemical, mechanical, and environmental engineering will appreciate this text for a course in systems identification. In addition to the theoretical basis for mathematical modeling, it covers a variety of tried-and-true identification algorithms and their applications. Moreover, its broad view and fairly modest mathematical level offer readers a quick appraisal of established methods and their limitations. In addition to surveys covering classical methods of identification including impulse, step, and sine-wave testing and identification based on correlation function, the text examines least-squares model fitting, statistical properties of estimators, optimal estimation, and Bayes and maximum-likelihood estimators. Other topics include experiment design and choice of model structure as well as model validation. Numerical examples show students how to apply the modeling theories, and a chapter on specialized topics introduces research areas.

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