DocumentCode
3812497
Title
Wavelet Amendment of Polynomial Models in Hammerstein Systems Identification
Author
Przemyslaw Sliwinski;Jerzy Rozenblit;Michael W. Marcellin;Ryszard Klempous
Author_Institution
Inst. of Comput. Eng., Wroclaw Univ. of Technol., Wroclaw
Volume
54
Issue
4
fYear
2009
fDate
4/1/2009 12:00:00 AM
Firstpage
820
Lastpage
825
Abstract
A new wavelet algorithm for on-line improvement of an existing polynomial model of nonlinearity in a Hammerstein system is proposed and its properties are examined. The algorithm employs wavelet bases on interval. Convergence of the resulting assembly, comprising the parametric polynomial model and a nonparametric wavelet add-on, to the system nonlinearity is shown. Rates of convergence for uniformly smooth and piecewise smooth nonlinearities with discontinuities are both established.
Keywords
"Polynomials","System identification","Automatic control","Differential equations","Stability","Stochastic processes","Nonlinear equations","Nonlinear systems","Control systems","Stochastic systems"
Journal_Title
IEEE Transactions on Automatic Control
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/TAC.2008.2009620
Filename
4806163
Link To Document