GA-based intelligent digital redesign of fuzzy-model-based controllers

被引:32
作者
Chang, W [1 ]
Park, JB
Joo, YH
机构
[1] Samsung Adv Inst Technol, Suwon 440600, South Korea
[2] Yonsei Univ, Dept Elect & Elect Engn, Seoul 120749, South Korea
[3] Kunsan Natl Univ, Sch Elect & Informat Engn, Chonbuk 573701, South Korea
关键词
Chen's chaotic attractor; fuzzy-model-based controller; genetic algorithms (GAs); intelligent digital redesign;
D O I
10.1109/TFUZZ.2002.806315
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Intelligent digital redesign involves converting a continuous-time fuzzy-model-based controller into an equivalent discrete-time counterpart for the. digital control of continuous-time nonlinear systems by using the Takagi-Sugeno (TS) fuzzy models. In this paper, authors present a new global state-matching intelligent digital redesign method for nonlinear systems by using genetic algorithms (GAs). More precisely, the intelligent digital redesign problem is converted to an equivalent optimization problem, and then GAS are adopted to find a solution. The search space, in which each problem variable is defined for GAS, are systematically obtained by the interval arithmetic operations. The proposed method results in global matching of the states of the analogously controlled system with those of the digitally controlled system while the conventional intelligent digital redesign method does not. The Chen's chaotic system is used as an illustrative example to show the effectiveness and the feasibility of the developed method. The proposed method provides a new approach for the digital redesign of a class of fuzzy-model-based controllers.
引用
收藏
页码:35 / 44
页数:10
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