Multituning fuzzy control systems design
學年 89
學期 1
出版(發表)日期 2000-09-01
作品名稱 Multituning fuzzy control systems design
作品名稱(其他語言)
著者 Wong, Ching-chang; Chiang, Ding-an; Feng, Hsuan-ming
單位 淡江大學電機工程學系
出版者 Philadelphia, PA : Taylor & Francis
著錄名稱、卷期、頁數 Cybernetics and Systems: An International Journal 31(6), pp.713-729
摘要 A multituning fuzzy control system structure that involves two simple, but effective tuning mechanisms, is proposed: one is called fuzzy control rule tuning mechanism (FCRTM); the other is called dynamic scalar tuning mechanism (DSTM). In FCRTM, it is used to generate the necessary control rules with a center extension method. In DSTM, it contains three fuzzy IF-THEN rules for determining the appropriate scaling factors for the fuzzy control system. In this paper, a method based on the genetic algorithm (GA) is proposed to simultaneously choose the appropriate parameters in FCRTM and DSTM. That is, the proposed GA-based method can automatically generate the required rule base of fuzzy controller and efficiently determine the appropriate map for building the dynamic scalars of fuzzy controller. A multiobjective fitness function is proposed to determine an appropriate parameter set such that not only the selected fuzzy control structure has fewer fuzzy rules, but also the controlled system has a good control performance. Finally, an inverted pendulum control problem is given to illustrate the effectiveness of the proposed control scheme.
關鍵字
語言 en
ISSN 0196-9722 1087-6553
期刊性質 國外
收錄於 SCI
產學合作
通訊作者
審稿制度
國別 USA
公開徵稿
出版型式 紙本
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