DocumentCode
1499694
Title
Switching LTI Models via Haar Transform for Non-Stationary Dynamic Systems Modeling
Author
De Araújo, L.O. ; Galdino, J.F. ; Pellanda, P.C.
Author_Institution
Inst. Mil. de Eng. (IME), Rio de Janeiro, Brazil
Volume
10
Issue
2
fYear
2012
fDate
3/1/2012 12:00:00 AM
Firstpage
1496
Lastpage
1503
Abstract
This paper presents a new technique for modeling Linear Parameter Varying (LPV) and quasi-LPV systems, which can be used to represent a wide range of nonlinear dynamic systems, by a set of switched Linear Time Invariant (LTI) models. The switched LPV model is obtained by minimizing, for frozen parameter values, the error between its dynamics and that of the original system. The proposed method is based on the use of Haar Transform, particularly on its properties of approximating any function by a piecewise constant function and on its ability to concentrate energy in few coefficients in the transform domain. Numerical results presented here show the good performance of the proposed technique.
Keywords
Haar transforms; piecewise constant techniques; Haar transform; frozen parameter values; linear parameter varying; nonstationary dynamic system modeling; piecewise constant function; quasiLPV system modeling; square-integrable function; switched linear time invariant models; switching LTI models; Bills of materials; Nonlinear dynamical systems; Numerical models; Robustness; Switches; Transforms; Haar Transform; Modeling; Nonlinear Control;
fLanguage
English
Journal_Title
Latin America Transactions, IEEE (Revista IEEE America Latina)
Publisher
ieee
ISSN
1548-0992
Type
jour
DOI
10.1109/TLA.2012.6187592
Filename
6187592
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