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Identification of Nonlinear Systems Using Neural Networks and Polynomial Models

Identification of Nonlinear Systems Using Neural Networks and Polynomial Models

von Andrzej Janczak
Softcover - 9783540231851
106,99 €
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Beschreibung

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.

A Block-Oriented Approach

Details

Verlag Springer Berlin
Ersterscheinung 18. November 2004
Maße 23.5 cm x 15.5 cm
Gewicht 341 Gramm
Format Softcover
ISBN-13 9783540231851
Auflage 2005
Seiten 199