Guaranteed-cost fuzzy filter design for a class of nonlinear discrete-time uncertain systems

被引:0
|
作者
Tseng, CS [1 ]
Chen, BS [1 ]
Lee, BK [1 ]
机构
[1] Ming Hsin Univ Sci Technol, Dept Elect Engn, Hsin Feng 30410, Taiwan
关键词
fuzzy filtering; T-S fuzzy model; nonlinear systems; discrete-time; EVP;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In general, it is a difficult work to design an efficient filter for nonlinear systems. This paper studies fuzzy filtering design for nonlinear discrete-time systems. First, the Takagi and Sugeno fuzzy model is proposed to approximate a nonlinear discrete-time system. Next, based on the fuzzy model, the fuzzy estimation for nonlinear discrete-time systems is studied. Using a suboptimal approach, the minimum variance fuzzy estimation problems are characterized in terms of an eigenvalue problem (EVP) by minimizing the upper bound on the variance of the estimation error. The EVP can be solved very efficiently using convex optimization techniques.
引用
收藏
页码:447 / 451
页数:5
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