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
Link To Document :
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