Title :
A simple and fast technique to evaluate the possibility of approximating a nonlinear system by a nonlinear PISPO model
Author :
Marconato, Anna ; Van Mulders, A. ; Pintelon, Rik ; Rolain, Y. ; Schoukens, Johan
Author_Institution :
Dept. ELEC, Vrije Univ. Brussel, Brussels, Belgium
Abstract :
In this paper we present a simple approach that allows one to decide whether a nonlinear Periodic Input Same Period Output (PISPO) model can be successfully used for nonlinear system identification, in particular when nonperiodicities are present on the output. The proposed technique consists of a nonparametric preprocessing step based on a periodic analysis, combined with the estimation of the parametric best linear approximation.
Keywords :
MIMO systems; approximation theory; nonlinear systems; parameter estimation; signal processing; time-varying systems; MIMO systems; The proposed; nonlinear PISPO model; nonlinear periodic input same period output model; nonlinear system identification; nonparametric preprocessing step; parametric best linear approximation estimation; MIMO systems; Nonlinear systems; PISPO systems; best linear approximation; parametric modelling; periodic analysis; periodic excitations;
Conference_Titel :
Control 2010, UKACC International Conference on
Conference_Location :
Coventry
Electronic_ISBN :
978-1-84600-038-6
DOI :
10.1049/ic.2010.0362