Fuzzy regulators and fuzzy observers: Relaxed stability conditions and LMI-based designs

被引:1190
作者
Tanaka, K [1 ]
Ikeda, T
Wang, HO
机构
[1] Univ Electrocommun, Dept Mech & Control Engn, Chofu, Tokyo 182, Japan
[2] Kanazawa Univ, Dept Human & Mech Syst Engn, Kanazawa, Ishikawa 920, Japan
[3] Duke Univ, Dept Elect Engn, Durham, NC 27708 USA
关键词
fuzzy control; nonlinear systems; observers; regulators; stability;
D O I
10.1109/91.669023
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents new relaxed stability conditions and LMI- (linear matrix inequality) based designs for both continuous and discrete fuzzy control systems. They are applied to design problems of fuzzy regulators and fuzzy observers, First, Takagi and Sugeno's fuzzy models and some stability results are recalled. To design fuzzy regulators and fuzzy observers, nonlinear systems are represented by Takagi-Sugeno's (T-S) fuzzy models, The concept of parallel distributed compensation is employed to design fuzzy regulators and fuzzy observers from the TS fuzzy models. New stability conditions are obtained by relaxing the stability conditions derived in previous papers, LMI-based design procedures for fuzzy regulators and fuzzy observers are constructed using the parallel distributed compensation and the relaxed stability conditions. Other LMI's with respect to decay rate and constraints on control input and output are also derived and utilized in the design procedures. Design examples for nonlinear systems demonstrate the utility of the relaxed stability conditions and the LMI-based design procedures.
引用
收藏
页码:250 / 265
页数:16
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