Stabilizing controller design for uncertain nonlinear systems using fuzzy models

被引:442
作者
Teixeira, MCM [1 ]
Zak, SH
机构
[1] UNESP, FEIS, Dept Elect Engn, BR-15385000 Ilha Solteira, SP, Brazil
[2] Purdue Univ, Sch Elect & Comp Engn, W Lafayette, IN 47907 USA
基金
巴西圣保罗研究基金会;
关键词
fuzzy modeling; Lyapunov's method; stability; uncertain systems;
D O I
10.1109/91.755395
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A Lyapunov-based stabilizing control design method for uncertain nonlinear dynamical systems using fuzzy models is proposed. The controller is constructed using a design model of the dynamical process to be controlled. The design model is obtained from the truth model using a fuzzy modeling approach. The truth model represents a detailed description of the process dynamics. The truth model is used in a simulation experiment to evaluate the performance of the controller design. A method for generating local models that constitute the design model is proposed. Sufficient conditions for stability and stabilizability of fuzzy models using fuzzy state-feedback controllers are given. The results obtained are illustrated with a numerical example involving a four-dimensional nonlinear model of a stick balancer.
引用
收藏
页码:133 / 142
页数:10
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