DocumentCode
3560765
Title
Parametric Identification of Parallel Wiener Systems
Author
Schoukens, Maarten ; Rolain, Yves
Author_Institution
Dept. of Fundamental Electr. & Instrum. (ELEC), Vrije Univ. Brussel, Brussels, Belgium
Volume
61
Issue
10
fYear
2012
Firstpage
2825
Lastpage
2832
Abstract
This paper proposes a parametric identification method for parallel Wiener systems. The linear dynamic parts of the Wiener system are modeled by a parametric rational function in the Laplace or z-domain. The static nonlinearity is represented by a linear combination of multiple-input single-output nonlinear basis functions. The identification method uses a three-step procedure to obtain initial estimates. In the first step, the frequency response function 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. Furthermore, a nonlinear optimization method is implemented to refine the estimates. The method is illustrated on a simulation and a validation measurement example.
Keywords
Laplace transforms; Wiener filters; approximation theory; least squares approximations; nonlinear programming; parameter estimation; Laplace-domain; frequency response function; input excitation levels; linear approximation; linear dynamic parts; linear least squares estimation; multiple-input single-output nonlinear basis functions; nonlinear optimization method; parallel Wiener systems; parallel orthogonal branches; parametric identification method; parametric rational function; power-dependent dynamics; static nonlinearity; z-domain; Distortion measurement; Matrix decomposition; Noise; Nonlinear distortion; Polynomials; Vectors; Best linear approximation (BLA); block structure; generalized Wiener; nonlinear system; parallel structure; system identification;
fLanguage
English
Journal_Title
Instrumentation and Measurement, IEEE Transactions on
Publisher
ieee
Conference_Location
5/2/2012 12:00:00 AM
ISSN
0018-9456
Type
jour
DOI
10.1109/TIM.2012.2193689
Filename
6193431
Link To Document