Title :
Theory of separable processes with applications to the identification of nonlinear systems
Author :
Billings, S.A. ; Fakhouri, S.Y.
Author_Institution :
University of Sheffield, Department of Control Engineering, Sheffield, UK
fDate :
10/1/1978 12:00:00 AM
Abstract :
By considering the class of separable random processes, a generalised Wiener-Hopf equation is derived for systems under Gaussian excitation that can be described by a model consisting of a linear system in cascade with a static nonlinear element, followed by another linear system. This result, together with a similar relationship for the 2nd-order crosscorrelation function, is used to formulate an identification and structure testing algorithm for this class of nonlinear system. The results of a simulation study are included to illustrate the validity of the algorithm.
Keywords :
identification; nonlinear systems; random processes; Gaussian excitation; Wiener-Hopf equation; digital simulation; identification; nonlinear system; random processes;
Journal_Title :
Electrical Engineers, Proceedings of the Institution of
DOI :
10.1049/piee.1978.0241