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
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;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
Conference_Location :
5/2/2012 12:00:00 AM
DOI :
10.1109/TIM.2012.2193689