Title :
Frequency identification of nonparametric Hammerstein systems with backlash nonlinearity
Author :
Brouri, A. ; Giri, F. ; Rochdi, Y. ; Chaoui, F.Z.
Author_Institution :
GREYC Lab., Univ. of Caen, Caen, France
fDate :
June 29 2011-July 1 2011
Abstract :
We are considering the problem of identifying continuous-time Hammerstein systems that contain backlash nonlinearities. Both the linear and nonlinear parts are nonparametric and of unknown structure. In particular, the backlash nonlinearity borders are of arbitrary-shape and so may be nonsmooth and noninvertible. A two-stage frequency identification method is developed to get a set of points of the nonlinearity borders and estimates of the linear subsystem frequency gain at a number of frequencies. The method involves easily generated excitation signals and simple Fourier series decomposition based algorithms. All estimators are shown to be consistent.
Keywords :
Fourier series; identification; nonlinear systems; Fourier series decomposition; backlash nonlinearity; continuous-time Hammerstein systems; excitation signals; frequency identification; linear subsystem frequency gain; nonlinearity borders; nonparametric Hammerstein systems; Estimation; Fourier series; Shape; Steady-state; System identification; White noise;
Conference_Titel :
American Control Conference (ACC), 2011
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4577-0080-4
DOI :
10.1109/ACC.2011.5991358