Direct Model Reference Takagi-Sugeno Fuzzy Control of SISO Nonlinear Systems

被引:45
作者
Khanesar, Mojtaba Ahmadieh [1 ]
Kaynak, Okyay [2 ]
Teshnehlab, Mohammad [1 ]
机构
[1] KN Toosi Univ Technol, Dept Control Engn, Tehran 19697, Iran
[2] Bogazici Univ, Dept Elect & Elect Engn, TR-34342 Istanbul, Turkey
关键词
Fuzzy control; model reference adaptive control; Takagi-Sugeno (T-S) fuzzy model; CHUAS CIRCUIT; ADAPTIVE-CONTROL; DESIGN; IDENTIFICATION;
D O I
10.1109/TFUZZ.2011.2150757
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study presents a novel direct model reference fuzzy controller. It relaxes the special conditions on the reference model that is required by some of the approaches described in the literature, as well as covering a more general class of Takagi-Sugeno (T-S) systems. The stability of the proposed method is proved using a proper Lyapunov function. In addition, the effects of modeling errors on the proposed controller are considered, and a robust modification algorithm to alleviate this problem is introduced and analyzed. The proposed method is then simulated on a flexible joint robot in a feedback linearization form and on Chua's chaotic electrical circuit. Finally, it is implemented and tested on a nonlinear dc motor with nonlinear state-dependent disturbance.
引用
收藏
页码:914 / 924
页数:11
相关论文
共 28 条
[21]  
Sun J., 1996, Robust Adaptive Control
[22]   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
[23]   The adaptive control of nonlinear systems using the Sugeno-type of fuzzy logic [J].
Tsay, DL ;
Chung, HY ;
Lee, CJ .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1999, 7 (02) :225-229
[24]   Indirect adaptive fuzzy sliding mode control: Part I: fuzzy switching [J].
Wang, J ;
Rad, AB ;
Chan, PT .
FUZZY SETS AND SYSTEMS, 2001, 122 (01) :21-30
[25]   Adaptive control and synchronization of a modified Chua's circuit system [J].
Yassen, MT .
APPLIED MATHEMATICS AND COMPUTATION, 2003, 135 (01) :113-128
[26]  
Young-Wan Cho, 1999, Proceedings 1999 IEEE/RSJ International Conference on Intelligent Robots and Systems. Human and Environment Friendly Robots with High Intelligence and Emotional Quotients (Cat. No.99CH36289), P100, DOI 10.1109/IROS.1999.812988
[27]   Fuzzy model based adaptive control for a class of nonlinear systems [J].
Yu, WS ;
Sun, CJ .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2001, 9 (03) :413-425
[28]  
Zeng XJ, 2006, IEEE INT CONF FUZZY, P277