DocumentCode
1601458
Title
Fixed-order ℌ∞ filtering for discrete-time Markovian jump linear systems with unobservable jump modes
Author
Shu, Zhan ; Lam, James ; Hu, Yuebing
Author_Institution
Dept. of Mech. Eng., Univ. of Hong Kong, Hong Kong, China
fYear
2009
Firstpage
424
Lastpage
429
Abstract
In practical applications, it is often encountered that the jump modes of a Markovian jump linear system may not be fully accessible to the filter, and thus designing a filter which partially or totally independent of the jump modes becomes significant. In this paper, by virtue of a new stability and Hinfin performance characterization, a novel necessary and sufficient condition for the existence of mode-independent Hinfin filters is established in terms of a set of nonlinear matrix inequalities that possess special properties for computation. Then, two computational approaches are developed to solve the condition. One is based on the solution of a set of linear matrix inequalities (LMIs), and the other is based on the sequential LMI optimization with more computational effort but less conservatism. In addition, a specific property of the feasible solutions enables one to further improve the solvability of these two computational approaches.
Keywords
Markov processes; discrete time filters; discrete time systems; filtering theory; iterative methods; linear matrix inequalities; linear systems; optimisation; stability; LMI optimization; computational approach; discrete-time Markovian jump linear system; fixed-order Hinfin filtering theory; iterative calculation; linear matrix inequality; mode-independent Hinfin filter; nonlinear matrix inequality; stability; unobservable jump mode; Control systems; Filtering; Kalman filters; Linear matrix inequalities; Linear systems; Noise robustness; Nonlinear filters; Stability; Statistics; Sufficient conditions; ℌ∞ filtering; Fixed-order filter; Markovian jump linear systems; iterative calculation; linear matrix inequality (LMI); mode-independence;
fLanguage
English
Publisher
ieee
Conference_Titel
Asian Control Conference, 2009. ASCC 2009. 7th
Conference_Location
Hong Kong
Print_ISBN
978-89-956056-2-2
Electronic_ISBN
978-89-956056-9-1
Type
conf
Filename
5276198
Link To Document