DocumentCode
897484
Title
A weighted balanced approximation for 2-D discrete systems and its application to model reduction
Author
Luo, Hong ; Lu, Wu-Sheng ; Antoniou, Andreas
Author_Institution
Dept. of Electr. & Comput. Eng., Victoria Univ., BC, Canada
Volume
42
Issue
8
fYear
1995
fDate
8/1/1995 12:00:00 AM
Firstpage
419
Lastpage
429
Abstract
Two auxiliary transfer-function matrices called weighted-input-to-state and state-to-weighted-output transfer-function matrices are first introduced. Based on these matrices, the controllability and observability grammians of the weighted system are defined and the existence of the grammians is justified. Then a method is developed for the computation of the grammians in terms of unconstrained minimizations in which good initial points are provided for the minimizations. The objective function in the required minimizations is modified by including a term which depends on the Hankel singular values to be discarded. The method is then implemented as a step-by-step algorithm. As will be shown, the method generates a weighted structurally balanced approximation which yields a quadratically stable reduced-order system regardless of the system order. The method is illustrated by designing a lowpass 2-D filter of order (4,8)
Keywords
approximation theory; controllability; discrete systems; filtering theory; minimisation; multidimensional systems; observability; reduced order systems; transfer function matrices; two-dimensional digital filters; 2D discrete systems; Hankel singular values; auxiliary transfer-function matrices; controllability; grammians; lowpass 2D filter design; model reduction; objective function; observability; quadratically stable reduced-order system; state-to-weighted-output; step-by-step algorithm; unconstrained minimizations; weighted balanced approximation; weighted-input-to-state; Controllability; Filters; Frequency; Helium; Linear matrix inequalities; Minimization methods; Observability; Reduced order systems; Stability; Two dimensional displays;
fLanguage
English
Journal_Title
Circuits and Systems I: Fundamental Theory and Applications, IEEE Transactions on
Publisher
ieee
ISSN
1057-7122
Type
jour
DOI
10.1109/81.404046
Filename
404046
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