Fuzzy differential games for nonlinear stochastic systems: Suboptimal approach

被引:29
作者
Chen, BS [1 ]
Tseng, CS
Uang, HJ
机构
[1] Natl Tsing Hua Univ, Dept Elect Engn, Hsinchu 30043, Taiwan
[2] Ming Hsin Inst Technol, Dept Elect Engn, Hsinchu 30401, Taiwan
关键词
cooperative game; fuzzy differential game; non-cooperative game;
D O I
10.1109/91.995123
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A fuzzy differential game theory is proposed to solve the n-person (or n-player) nonlinear differential noncooperative game and cooperative game (team) problems, which are not easily tackled by the conventional methods. In this paper, both noncooperative and cooperative quadratic differential games are considered. First, the nonlinear stochastic system is approximated by a fuzzy model. Based on the fuzzy model, a fuzzy controller is proposed to deal with the noncooperative differential game in the sense of Nash equilibrium strategies or with the cooperative game in the sense of Pareto-optimal strategies. Using a suboptimal approach, the outcomes of the fuzzy differential games for both the noncooperative and the cooperative cases are parameterized in terms of an eigenvalue problem. Since the state variables are usually unavailable, a suboptimal fuzzy observer is also proposed in this study to estimate the states for these differential game problems. Finally, simulation examples are given to illustrate the design procedures and to indicate the performance of the proposed methods.
引用
收藏
页码:222 / 233
页数:12
相关论文
共 16 条
[1]   Multiuser rate-based flow control [J].
Altman, E ;
Basar, T .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1998, 46 (07) :940-949
[2]  
ANDERSON B. D. O., 1990, Optimal Control: Linear Quadratic Methods
[3]  
Basar T., 1999, Dynamic Noncooperative Game Theory, V23
[4]  
Boyd S., 1994, SIAM STUDIES APPL MA
[5]   THEORY OF THE FUZZY CONTROLLER - AN INTRODUCTION [J].
BUCKLEY, JJ .
FUZZY SETS AND SYSTEMS, 1992, 51 (03) :249-258
[6]   Robustness design of nonlinear dynamic systems via fuzzy linear control [J].
Chen, BS ;
Tseng, CS ;
Uang, HJ .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1999, 7 (05) :571-585
[7]  
Gahinet P., 1995, LMI Control Toolbox
[8]   A STABILITY APPROACH TO FUZZY CONTROL DESIGN FOR NONLINEAR-SYSTEMS [J].
HWANG, GC ;
LIN, SC .
FUZZY SETS AND SYSTEMS, 1992, 48 (03) :279-287
[9]  
Jamshidi M, 1982, LARGE SCALE SYSTEMS
[10]  
Sage A. P., 1971, Estimation Theory with Applications to Communications and Control, DOI 10.1109/TSMC.1971.4308330