DocumentCode :
741244
Title :
Robust Filtering for Nonlinear Nonhomogeneous Markov Jump Systems by Fuzzy Approximation Approach
Author :
Yanyan Yin ; Peng Shi ; Fei Liu ; Kok Lay Teo ; Cheng-Chew Lim
Author_Institution :
Key Lab. of Adv. Process Control for Light Ind. (Minist. of Educ.), Jiangnan Univ., Wuxi, China
Volume :
45
Issue :
9
fYear :
2015
Firstpage :
1706
Lastpage :
1716
Abstract :
This paper addresses the problem of robust fuzzy L2 - L filtering for a class of uncertain nonlinear discrete-time Markov jump systems (MJSs) with nonhomogeneous jump processes. The Takagi-Sugeno fuzzy model is employed to represent such nonlinear nonhomogeneous MJS with norm-bounded parameter uncertainties. In order to decrease conservation, a polytope Lyapunov function which evolves as a convex function is employed, and then, under the designed mode-dependent and variation-dependent fuzzy filter which includes the membership functions, a sufficient condition is presented to ensure that the filtering error dynamic system is stochastically stable and that it has a prescribed L2 - L performance index. Two simulated examples are given to demonstrate the effectiveness and advantages of the proposed techniques.
Keywords :
Lyapunov methods; Markov processes; discrete time systems; filtering theory; fuzzy control; fuzzy set theory; nonlinear control systems; robust control; stochastic systems; uncertain systems; Takagi-Sugeno fuzzy model; convex function; filtering error dynamic system; fuzzy approximation approach; membership functions; nonhomogeneous jump processes; nonlinear nonhomogeneous MJS; nonlinear nonhomogeneous Markov jump systems; norm-bounded parameter uncertainties; polytope Lyapunov function; robust fuzzy filtering; stochastic stability; sufficient condition; uncertain nonlinear discrete-time Markov jump systems; variation-dependent fuzzy filter; Educational institutions; Markov processes; Mathematical model; Nonlinear systems; Performance analysis; Robustness; Symmetric matrices; Fuzzy $L_{2}-L_{infty }$ filtering; Fuzzy L₂ - L∞ filtering; Markov jump system (MJS); nonhomogeneous processes; uncertain nonlinear system;
fLanguage :
English
Journal_Title :
Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
2168-2267
Type :
jour
DOI :
10.1109/TCYB.2014.2358680
Filename :
6963399
Link To Document :
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