Decentralized techniques for the analysis and control of Takagi-Sugeno fuzzy systems

被引:55
作者
Akar, M [1 ]
Özgüner, Ü [1 ]
机构
[1] Ohio State Univ, Dept Elect Engn, Columbus, OH 43210 USA
关键词
decentralized fuzzy control; interconnected systems; overlapping decompositions; parallel distributed compensation (PDC);
D O I
10.1109/91.890328
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper discusses decentralized parallel distributed compensator design for Takagi-Sugeno (T-S) fuzzy systems. The fuzzy system is viewed as an interconnection df subsystems some of which are strongly connected, while others being weakly connected. The necessary theory is developed so that one can associate this fuzzy system with another one in a higher dimensional space, so-called expanded space, design decentralized parallel distributed compensators in the expanded space, then contract the solution for implementation on the original fuzzy system. In this respect, connective stability of the open loop and closed loop of the interconnected system is analyzed via the concepts of vector Lyapunov functions and M-matrices. Two different quadratic and norm-like Lyapunov functions are employed for the subsystems to derive conditions on stability of the fuzzy system. Unlike the case for the continuous-time fuzzy system, different Lyapunov functions generate different: results for the discrete-time fuzzy system, quadratic Lyapunov generating the superior of the two. Following a similar approach, stabilization of the closed-loop fuzzy system using local parallel distributed compensators is investigated. Finally, an example is given to illustrate the issues discussed throughout the paper.
引用
收藏
页码:691 / 704
页数:14
相关论文
共 25 条
[1]  
Akar M., 1999, Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251), P525, DOI 10.1109/ACC.1999.782883
[2]  
AKAR M, 1996, THESIS BILKENT U ANK
[3]  
AKAR M, 1997, P IEEE C NEUR NETW H, P1199
[4]  
AKAR M, 1999, P 14 INTFED AUT CONT, V1, P217
[5]  
[Anonymous], 1983, Large-Scale Systems
[6]   OVERLAPPING VS PARTITIONING IN BLOCK-ITERATION METHODS - APPLICATION IN LARGE-SCALE SYSTEM-THEORY [J].
CALVET, JL ;
TITLI, A .
AUTOMATICA, 1989, 25 (01) :137-145
[7]   Lyapunov-like stability theorems for continuous-time fuzzy control systems [J].
Cao, SG ;
Rees, NW ;
Feng, G .
INTERNATIONAL JOURNAL OF CONTROL, 1998, 69 (01) :49-64
[8]   Stability analysis of fuzzy multivariable systems: Vector Lyapunov function approach [J].
Cheng, CM ;
Rees, NW .
IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 1997, 144 (05) :403-412
[9]  
COURTOIS PJ, 1977, DECOMPOSABILITY
[10]  
Fiedler M., 1962, CZECH MATH J, V12, P382, DOI [10.21136/CMJ.1962.100526, DOI 10.21136/CMJ.1962.100526]