DocumentCode :
3421428
Title :
Parametric MIMO parallel Wiener identification
Author :
Schoukens, Maarten ; Rolain, Yves
Author_Institution :
Dept. ELEC, Vrije Univ. Brussel, Brussels, Belgium
fYear :
2011
fDate :
12-15 Dec. 2011
Firstpage :
5100
Lastpage :
5105
Abstract :
This paper proposes a parametric identification method for multi-input multi-output parallel Wiener systems. The linear dynamic parts of the system are modeled by a parametric rational function in the continuous or discrete time variable, while the static nonlinearities are represented by a linear combination of nonlinear basis functions. The identification method uses a three step procedure to obtain initial estimates. In the first step, the frequency response matrix of the best linear approximation is estimated for different input excitation levels. In the second step, the power dependent dynamics are decomposed over a number of parallel orthogonal branches. In the last step, the static nonlinearities are estimated using a linear least squares estimation. Finally both linear and nonlinear parameters are estimated together using a nonlinear optimization procedure. The method is illustrated on a simulation example.
Keywords :
MIMO systems; control nonlinearities; discrete time systems; least squares approximations; matrix algebra; nonlinear control systems; nonlinear programming; parameter estimation; rational functions; stochastic processes; continuous time variable; discrete time variable; frequency response matrix; linear approximation; linear dynamic part; linear least square estimation; linear parameter estimation; multiple input multiple output parallel Wiener system; nonlinear basis function; nonlinear optimization procedure; nonlinear parameter estimation; parallel orthogonal branch; parametric MIMO parallel Wiener identification method; parametric rational function; power dependent dynamics; static nonlinearities; Least squares approximation; Linear approximation; MIMO; Mathematical model; Noise; Nonlinear distortion; Optimization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
ISSN :
0743-1546
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
Type :
conf
DOI :
10.1109/CDC.2011.6160230
Filename :
6160230
Link To Document :
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