An Introduction to Identification by J P Norton

An Introduction to Identification by J P Norton

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An Introduction to Identification by J P Norton

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.
Roger G. Ghanem is a Professor at University of Southern California's Department of Aerospace and Mechanical Engineering in Los Angeles.
Pol D. Spanos is the L. B. Ryon Chair in Engineering in the Department of Mechanical Engineering and Materials Science at Rice University.
SKU Unavailable
ISBN 13 9780486469355
ISBN 10 0486469352
Title An Introduction to Identification
Author J P Norton
Series Dover Books On Electrical Engineering
Condition Unavailable
Binding Type Paperback
Publisher Dover Publications Inc.
Year published 2009-04-24
Number of pages 320
Cover note Book picture is for illustrative purposes only, actual binding, cover or edition may vary.