Identification of Nonlinear Dynamic Systems Using Hammerstein-Type Neural Network

Hammerstein model has been popularly applied to identify the nonlinear systems. In this paper, a Hammerstein-type neural network (HTNN) is derived to formulate the well-known Hammerstein model. The HTNN consists of a nonlinear static gain in cascade with a linear dynamic part. First, the Lipschitz c...

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Bibliographic Details
Main Authors: Hongshan Yu, Jinzhu Peng, Yandong Tang
Format: Article
Language:English
Published: Hindawi Limited 2014-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2014/959507