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  • Title: Modified Kolmogorov's neural network in the identification of Hammerstein and Wiener systems.
    Author: Michalkiewicz J.
    Journal: IEEE Trans Neural Netw Learn Syst; 2012 Apr; 23(4):657-62. PubMed ID: 24805048.
    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.
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