Modified Kolmogorov's neural network in the identification of Hammerstein and Wiener systems.

Michalkiewicz, Jarosław · IEEE Trans Neural Netw Learn Syst · 2012

basic_science · Level V

Where this comes from

Abstract

This brief deals with the possibilities of using the modified Kolmogorov's neural network for the identification of non-linear dynamic systems, among them the Wiener and Hammerstein systems. The algorithm of training the network is simple, well convergent and with a small error of approximation. The modified neural network is characterized by a simple computer algorithm; it also omits complicated techniques of back propagation. The simulation results are shown to illustrate the modified Kolmogorov theorem.

Medical subject headings