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

Janczak, Andrzej

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

Synopsis

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.

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Autres éditions populaires du même titre

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

Edition présentée

ISBN 10 :  3540804129 ISBN 13 :  9783540804123
Editeur : Springer, 2008
Couverture souple