Title :
Optimised Wiener models for direction-dependent dynamic systems
Author :
Barker, H.A. ; Godfrey, K.R. ; Tan, A.H.
Author_Institution :
Dept. of Electr. & Electron. Eng., Wales Univ., Swansea, UK
Abstract :
Methods for determining optimal parameters for Wiener models of direction-dependent dynamic systems are described. When such a system has first-order dynamics, with parameters dependent on the system output direction, the input-output cross-correlation function contains distinctive patterns when the input is a pseudorandom binary signal based on an m-sequence. Similar patterns are observed in the cross-correlation function of a Wiener model when perturbed by the same signal. Comparing these patterns as the parameters of the Wiener model are changed leads to methods for determining the optimal parameter values
Keywords :
dynamics; m-sequences; parameter estimation; stochastic processes; binary m-sequences; direction-dependent dynamic systems; first-order dynamics; input-output cross-correlation function; optimal parameters determination; optimised Wiener models; pseudo-random binary perturbation signals; pseudorandom binary signal; system output direction; AC generators; Nonlinear dynamical systems; Nonlinear systems; Optimization methods; Pulse generation; Signal generators; Signal processing; System identification; Transfer functions; Turbines;
Conference_Titel :
American Control Conference, 2001. Proceedings of the 2001
Conference_Location :
Arlington, VA
Print_ISBN :
0-7803-6495-3
DOI :
10.1109/ACC.2001.945756