DocumentCode
1206315
Title
Fuzzy Filtering of Nonlinear Systems With Intermittent Measurements
Author
Gao, Huijun ; Zhao, Yan ; Lam, James ; Chen, Ke
Author_Institution
Space Control & Inertial Technol. Res. Center, Harbin Inst. of Technol., Harbin
Volume
17
Issue
2
fYear
2009
fDate
4/1/2009 12:00:00 AM
Firstpage
291
Lastpage
300
Abstract
This paper is concerned with the problem of H infin fuzzy filtering of nonlinear systems with intermittent measurements. The nonlinear plant is represented by a Takagi-Sugeno (T-S) fuzzy model. The measurements transmission from the plant to the filter is assumed to be imperfect, and a stochastic variable satisfying the Bernoulli random binary distribution is utilized to model the phenomenon of the missing measurements. Attention is focused on the design of an H infin filter such that the filter error system is stochastically stable and preserves a guaranteed H infin performance. A basis-dependent Lyapunov function approach is developed to design the H infin filter. By introducing some slack matrix variables, the coupling between the Lyapunov matrix and the system matrices is eliminated, which greatly facilitates the filter-design procedure. The developed theoretical results are in the form of linear matrix inequalities (LMIs). Finally, an illustrative example is provided to show the effectiveness of the proposed approach.
Keywords
Hinfin control; Lyapunov matrix equations; filtering theory; fuzzy control; fuzzy systems; linear matrix inequalities; nonlinear control systems; random processes; statistical distributions; stochastic processes; Bernoulli random binary distribution; Hinfin fuzzy filter design; Lyapunov matrix; Takagi-Sugeno fuzzy system model; basis-dependent Lyapunov function approach; linear matrix inequality; nonlinear control system; nonlinear plant; stochastic variable; $H_{infty}$ filter design; Basis-dependent Lyapunov function; H$_{infty}$ filter design; Takagi--Sugeno (T--S) fuzzy systems; Takagi-Sugeno fuzzy systems; intermittent measurements; nonlinear systems;
fLanguage
English
Journal_Title
Fuzzy Systems, IEEE Transactions on
Publisher
ieee
ISSN
1063-6706
Type
jour
DOI
10.1109/TFUZZ.2008.924206
Filename
4505328
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