DocumentCode
3140339
Title
Design and parameter identification of a general Hammerstein model
Author
Rejeb, S. ; Hmida, F.B. ; Chaari, A. ; Gossa, M. ; Messaoud, H.
Author_Institution
ESSTT-C3S, Tunis, Tunisia
fYear
2011
fDate
22-25 March 2011
Firstpage
1
Lastpage
6
Abstract
This paper deals with parameter identification of Hammerstein model having a unified model of several discontinuous nonlinearities containing hysteresis, saturation, preload and dead-zone. This model contains different parameters the choice of which may generate nine different nonlinearities. Contrary to the nonlinearity block structure which is unknown, the structure of linear block is assumed to be known. The estimation of the nonlinearity selection parameters as well as the linear model parameters is ensured by recursive least squares method. This latter is tuned, so that it enables the estimation of internal variables relative to the selected nonlinearity. An illustrative example is presented to raise the efficiency of the proposed nonlinearity unified model.
Keywords
control nonlinearities; least squares approximations; parameter estimation; discontinuous nonlinearities; general Hammerstein model; nonlinearity block structure; nonlinearity selection parameter estimation; nonlinearity unified model; parameter identification; recursive least squares method; Equations; Estimation; Hysteresis; Linearity; Mathematical model; Noise; Parameter estimation; Discontinuous nonlinearities; Hammerstein model; Parameter estimation; System identification;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Signals and Devices (SSD), 2011 8th International Multi-Conference on
Conference_Location
Sousse
Print_ISBN
978-1-4577-0413-0
Type
conf
DOI
10.1109/SSD.2011.5767501
Filename
5767501
Link To Document