Title :
Identification of nonlinear systems by Hermite series approach
Author :
Krzyak, A. ; Sasiadek, Jerzy Z. ; Kegl, Balazs
Author_Institution :
Dept. of Comput. Sci., Concordia Univ., Montreal, Que., Canada
Abstract :
We identify nonlinear dynamic systems of Hammerstein and Wiener type by nonparametric approach. We study convergence and rates of identification algorithms and validate their performance in simulation studies. We identify block-oriented systems by the algorithms based on the Hermite series expansion
Keywords :
asymptotic stability; identification; nonlinear dynamical systems; probability; series (mathematics); Hammerstein Wiener system; Hermite series; asymptotic stability; block-oriented system; identification; nonlinear dynamic systems; probability; Aerodynamics; Computational modeling; Computer science; Convergence; Ear; Fourier series; Kernel; Nonlinear dynamical systems; Nonlinear systems; White noise;
Conference_Titel :
Decision and Control, 2001. Proceedings of the 40th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-7061-9
DOI :
10.1109/.2001.980570