Piecewise quadratic stability of fuzzy systems

被引:607
作者
Johansson, M [1 ]
Rantzer, A [1 ]
Årzén, KE [1 ]
机构
[1] Lund Inst Technol, Dept Automat Control, S-22100 Lund, Sweden
关键词
fuzzy systems; linear matrix inequalities; Lyapunov stability;
D O I
10.1109/91.811241
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This letter presents a novel approach to stability analysis of fuzzy systems. The analysis is based on Lyapunov functions that are continuous and piecewise quadratic. The approach exploits the gain-scheduling nature of fuzzy systems and results in stability conditions that can be verified via convex optimization over linear matrix inequalities. Examples demonstrate the many improvements over analysis based on a single quadratic Lyapunov function. Special attention is given to the computational aspects of the approach and several methods to improve the compuational efficiency are described.
引用
收藏
页码:713 / 722
页数:10
相关论文
共 22 条
[1]  
AISERMAN MA, 1965, ABSOLUTE STABILITAT, P33
[2]  
[Anonymous], 1999, THESIS LUND I TECHNO
[3]   Comparison of intelligent control schemes for real-time pressure control [J].
Babuska, R ;
teBraake, HAB ;
vanCan, HJL ;
Krijgsman, AJ ;
Verbruggen, HB .
CONTROL ENGINEERING PRACTICE, 1996, 4 (11) :1585-1592
[4]  
Boyd S, 1994, Linear Matrix Inequalities in System and Control Theory, V42, P434
[5]   FUZZY-LOGIC CONTROLLERS ARE UNIVERSAL APPROXIMATORS [J].
CASTRO, JL .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1995, 25 (04) :629-635
[6]  
Fantuzzi C, 1996, FUZZ-IEEE '96 - PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, P1067, DOI 10.1109/FUZZY.1996.552326
[7]  
Feng G, 1997, PROCEEDINGS OF THE SIXTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I - III, P901, DOI 10.1109/FUZZY.1997.622829
[8]  
Gahinet P., 1995, LMI Control Toolbox
[9]  
Hassibi A, 1998, P AMER CONTR CONF, P3659, DOI 10.1109/ACC.1998.703296
[10]   Off-equilibrium linearisation and design of gain-scheduled control with application to vehicle speed control [J].
Johansen, TA ;
Hunt, KJ ;
Gawthrop, PJ ;
Fritz, H .
CONTROL ENGINEERING PRACTICE, 1998, 6 (02) :167-180