Identification of Nonlinear Systems Using Neural Networks and Polynomial Models: A Block-Oriented Approach: 310 - Brossura

Janczak, Andrzej

 
9783540231851: Identification of Nonlinear Systems Using Neural Networks and Polynomial Models: A Block-Oriented Approach: 310

Sinossi

This monograph systematically presents the existing identification methods of nonlinear systems using the block-oriented approach It surveys various known approaches to the identification of Wiener and Hammerstein systems which are applicable to both neural network and polynomial models. The book gives a comparative study of their gradient approximation accuracy, computational complexity, and convergence rates and furthermore presents some new and original methods concerning the model parameter adjusting with gradient-based techniques. "Identification of Nonlinear Systems Using Neural Networks and Polynomal Models" is useful for researchers, engineers and graduate students in nonlinear systems and neural network theory.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Contenuti

Introduction.- Neural network Wiener models.- Neural network Hammerstein models.- Polynomial Wiener models.- Polynomial Hammerstein models.- Applications.

Product Description

Book by Janczak Andrzej

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Altre edizioni note dello stesso titolo

9783540804123: Identification of Nonlinear Systems Using Neural Networks and Polynomial Models

Edizione in evidenza

ISBN 10:  3540804129 ISBN 13:  9783540804123
Casa editrice: Springer, 2008
Brossura