Variable universe stable adaptive fuzzy control of nonlinear system

被引:36
作者
Li, HX [1 ]
Miao, ZH
Wang, JY
机构
[1] Beijing Normal Univ, Dept Math, Beijing 100875, Peoples R China
[2] Sichuan Normal Univ, Dept Math, Chengdu 610066, Peoples R China
[3] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
来源
SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES | 2002年 / 45卷 / 03期
关键词
nonlinear systems; variable universe adaptive fuzzy control; contraction-expansion factor; symbolic factor; stable domain;
D O I
10.1360/02ye9027
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A kind of stable adaptive fuzzy control of nonlinear system is implemented using variable universe method. First of all, the basic structure of variable universe adaptive fuzzy controllers is briefly introduced. Then the contraction-expansion factor that is a key tool of variable universe method is defined by means of integral regulation idea, and a kind of adaptive fuzzy controllers is designed by using such a contraction-expansion factor. The simulation on first order nonlinear system is done. Secondly, it is proved that the variable universe adaptive fuzzy control is asymptotically stable by use of Lyapunov theory. The simulation on the second order nonlinear system shows that its simulation effect is also quite good. Finally a useful tool, called symbolic factor, is proposed, which may be of universal significance. It can greatly reduce the settling time and enhance the robustness of the system.
引用
收藏
页码:225 / 240
页数:16
相关论文
共 13 条
[1]  
HAN ZJ, 1995, ADAPTIVE CONTROL, P19
[2]  
Li H., 1995, Fuzzy Syst. Math, V9, P1
[3]  
Li Hongxing, 1997, Control Theory & Applications, V14, P868
[4]   Fuzzy logic systems are equivalent to feedforward neural networks [J].
Li, HX .
SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES, 2000, 43 (01) :42-54
[5]   Adaptive fuzzy controllers based on variable universe [J].
Li, HX .
SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES, 1999, 42 (01) :10-20
[6]   Interpolation mechanism of fuzzy control [J].
Li, HX .
SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES, 1998, 41 (03) :312-320
[7]   Variable universe adaptive fuzzy control on the quadruple inverted pendulum [J].
Li, HX ;
Miao, ZH ;
Wang, JY .
SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES, 2002, 45 (02) :213-224
[8]   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
[9]  
Wang G.J., 1999, Sci. China (Ser. E), V29, P43
[10]   Stable adaptive fuzzy control of nonlinear systems [J].
Wang, Li-Xin .
IEEE Transactions on Fuzzy Systems, 1993, 1 (02) :146-149