Title :
Wiener-Hammerstein modeling of nonlinear effects in bilinear systems
Author_Institution :
Fac. of Eng., Multimedia Univ., Cyberjaya, Malaysia
fDate :
4/1/2006 12:00:00 AM
Abstract :
The modeling of nonlinear effects in bilinear systems using Wiener-Hammerstein models is considered. Such models are chosen based on the block-oriented structure of bilinear systems and the shapes of their Volterra kernels. Theoretical analysis is given for first-order bilinear systems, and simulation results are presented for first- and second-order systems. While the nonlinearity is only approximately Wiener-Hammerstein, the models are able to capture a significant part of the nonlinear dynamics. In order to reduce the complexity of optimizing the model parameters, the linear subsystems are estimated using the technique of linear interpolation in the frequency domain.
Keywords :
Volterra equations; bilinear systems; control nonlinearities; interpolation; linear systems; nonlinear dynamical systems; Volterra kernels; Wiener-Hammerstein models; bilinear systems; linear interpolation; linear subsystems; nonlinear dynamics; nonlinear effects; Circuit theory; Control system synthesis; Control systems; Feedback control; Nonlinear control systems; Nonlinear filters; Nonlinear systems; Robust control; Robustness; Stability analysis; Bilinear systems; Wiener–Hammerstein models; block-oriented models; multisine signals; system identification;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2006.872759