DocumentCode
1466944
Title
Stability of Shift-Varying 2-D State-Space Digital Filters
Author
Mabey, Glen W. ; Bose, Tamal ; Chen, Mei-Qin
Author_Institution
Southwest Res. Inst., San Antonio, TX, USA
Volume
59
Issue
7
fYear
2012
fDate
7/1/2012 12:00:00 AM
Firstpage
1431
Lastpage
1444
Abstract
Stability conditions for 2-D shift-varying systems are presented. The shift-varying nature of such systems emerges in applications such as adaptive filtering or adaptive image processing, where the coefficients are neither static nor periodic. The forms considered in this paper are the Givone-Roesser and the Fornasini-Marchesini models, both of which are discrete 2-D state-space filters. The sufficient conditions for BIBO stability that are proven herein are an outgrowth of the 1-D time-varying state-space conditions that have been previously established. The nature of feedback in the 2-D space is explored and found to be much more complex than for the 1-D case. However, it is also shown that when every feedback path is guaranteed to satisfy a variation on exponential stability, then BIBO stability of these two models can be assured. Further conditions are also established which engage the Lyapunov equation and guarantee the exponential stability requirement.
Keywords
Lyapunov methods; adaptive filters; asymptotic stability; digital filters; feedback; state-space methods; time-varying networks; 1D case; 1D time-varying state-space conditions; BIBO stability; Fornasini-Marchesini models; Givone-Roesser models; Lyapunov equation; discrete 2D state-space filters; exponential stability; feedback path; shift-varying 2D state-space digital filters; stability conditions; Asymptotic stability; Circuit stability; Equations; Stability criteria; Thermal stability; Vectors; 2-D stability; Adaptive filtering; Fornasini-Marchesini; Givone-Roesser; multidimensional filtering; state-space systems;
fLanguage
English
Journal_Title
Circuits and Systems I: Regular Papers, IEEE Transactions on
Publisher
ieee
ISSN
1549-8328
Type
jour
DOI
10.1109/TCSI.2011.2177019
Filename
6166911
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