Design of fuzzy logic controllers for Takagi-Sugeno fuzzy model based system with guaranteed performance

被引:14
作者
Wong, LK [1 ]
Leung, FHF [1 ]
Tam, PKS [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Elect & Informat Engn, Ctr Multimedia Signal Proc, Hong Kong, Hong Kong, Peoples R China
关键词
TS model; stability; guaranteed performance; fuzzy logic control;
D O I
10.1016/S0888-613X(02)00062-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new fuzzy logic controller (FLC) for the Takagi-Sugeno (TS) fuzzy model based systems is proposed in this paper. This new FLC has two consequents in each rule. They are a numerator part and a denominator part. It can be shown that on applying this FLC, the number of fuzzy sub-systems will remain the same as the number of fuzzy rules of the plant model. Besides, the overall closed-loop system can be designed such that it behaves like a linear system. Comparing with the FLCs in the existing design approaches for TS fuzzy model based systems, the proposed FLC has two major advantages. First, it does not require the complex process of finding a common Lyapunov function for a large number of fuzzy sub-systems in order to guarantee the system stability. Therefore the design procedure of the proposed FLC is much simpler. Second, by employing the proposed FLC, the closed-loop system performance can be designed. Illustrative examples will be given to demonstrate the ability and merits of the proposed FLC. (C) 2002 Published by Elsevier Science Inc.
引用
收藏
页码:41 / 55
页数:15
相关论文
共 10 条
[1]   Fuzzy model based controller for an inverted pendulum [J].
Leung, FHF ;
Wong, LK ;
Tam, PKS .
ELECTRONICS LETTERS, 1996, 32 (18) :1683-1685
[2]  
Nagrath I. J., 1981, CONTROL SYSTEMS ENG
[3]   FUZZY IDENTIFICATION OF SYSTEMS AND ITS APPLICATIONS TO MODELING AND CONTROL [J].
TAKAGI, T ;
SUGENO, M .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1985, 15 (01) :116-132
[4]   Robust stabilization of a class of uncertain nonlinear systems via fuzzy control: Quadratic stabilizability, H-infinity control theory, and linear matrix inequalities [J].
Tanaka, K ;
Ikeda, T ;
Wang, HO .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1996, 4 (01) :1-13
[5]   A ROBUST STABILIZATION PROBLEM OF FUZZY CONTROL-SYSTEMS AND ITS APPLICATION TO BACKING UP CONTROL OF A TRUCK-TRAILER [J].
TANAKA, K ;
SANO, M .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1994, 2 (02) :119-134
[6]   STABILITY ANALYSIS AND DESIGN OF FUZZY CONTROL-SYSTEMS [J].
TANAKA, K ;
SUGENO, M .
FUZZY SETS AND SYSTEMS, 1992, 45 (02) :135-156
[7]  
WANG HO, 1995, PROCEEDINGS OF 1995 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I-IV, P531, DOI 10.1109/FUZZY.1995.409737
[8]   An approach to fuzzy control of nonlinear systems: Stability and design issues [J].
Wang, HO ;
Tanaka, K ;
Griffin, MF .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1996, 4 (01) :14-23
[9]  
Wong L., 1996, P 4 INT C CONTR AUT, V3, P1914
[10]  
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