Modified Kolmogorov's Neural Network in the Identification of Hammerstein and Wiener Systems

作者：Michalkiewicz Jaroslaw^*

来源：IEEE Transactions on Neural Networks and Learning Systems, 2012, 23(4): 657-662.

DOI：10.1109/TNNLS.2011.2178322

• Hammerstein and Wiener systems
• identification
• neural network

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.

• 出版日期2012-4