Stable Adaptive Control and Estimation for Nonlinear Systems: Neural and Fuzzy Approximator Techniques

by Jeffrey T. Spooner, Manfredi Maggiore, Raúl Ordóñez, Kevin M. Passino

Overview

• Includes a solution manual for problems.
• Provides MATLAB code for examples and solutions.
• Deals with robust systems in both theory and practice.

Product Details

ISBN-13:	9780471415466
Publisher:	Wiley
Publication date:	05/24/2002
Series:	Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control , #28
Pages:	568
Product dimensions:	6.26(w) x 9.59(h) x 1.23(d)

About the Author

JEFFREY T. SPOONER is a senior member of the technical staff at Sandia National Laboratories, Albuquerque, New Mexico.

MANFREDI MAGGIORE is an assistant professor in the Department of Electrical and Computer Engineering at the University of Toronto, Canada.

RAÚL ORDÓÑEZ is an assistant professor in the Department of Electrical and Computer Engineering at the University of Dayton, Ohio.

KEVIN M. PASSINO is a professor in the Department of Electrical Engineering at The Ohio State University.

Table of Contents

Introduction.

PART I: FOUNDATIONS.

Mathematical Foundations.

Neural Networks and Fuzzy Systems.

Optimization for Training Approximators.

Function Approximation.

PART II: STATE-FEEDBACK CONTROL.

Control of Nonlinear Systems.

Direct Adaptive Control.

Indirect Adaptive Control.

Implementations and Comparative Studies.

PART III:OUTPUT-FEEDBACK CONTROL.

Output-Feedback Control.

Adaptive Output Feedback Control.

Applications.

PART IV: EXTENSIONS.

Discrete-Time Systems.

Decentralized Systems.

Perspectives on Intelligent Adaptive Systems.

For Further Study.

Bibliography.

Index.

Editorial Reviews

"…well-organized…very useful for a graduate level control or intelligent systems course…" (International Journal of Robust and Nonlinear Control, January 2005)

“…the text is well organised with topics judiciously selected to build on each other…the discussion and motivations are rigorous…” (International Journal of Robust & Nonlinear Control, Vol.15, No.1, 10th January 2005)

"...this is an excellent book. It is pedagogically sound and, hence, suitable as a text for graduate courses.... I recommend it also as a very valuable resource to practitioners..." (International Journal of General Systems, Vol. 32, 2003)

From the Publisher