A bacterial foraging optimization approach for tuning type-2 fuzzy logic controller

被引:9
作者
Kiani, Mohammad [1 ]
Mohammadi, Seyed Mohammad Ali [1 ]
Gharaveisi, Ali Akbar [1 ]
机构
[1] Bahonar Univ, Coll Engn, Dept Elect Engn, Kerman, Iran
关键词
Type-2 fuzzy logic system; bacterial foraging optimization algorithm; automatic voltage regulator; membership function tuning; fuzzy logic controller; DISTRIBUTED OPTIMIZATION; SYSTEMS; BIOMIMICRY; DESIGN; MODELS;
D O I
10.3906/elk-1107-10
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The type-1 fuzzy sets theory was proposed to handle uncertainty in control systems, but some cases showed some liabilities of type-1 fuzzy sets when faced with unpredictable disturbance and uncertainties. Therefore, type-2 fuzzy sets were introduced and extended while providing more degrees of freedom in designing criteria. The most important specification of type-2 fuzzy sets is the interval between a superior membership function and an inferior membership function, which is called the footprint of uncertainty. This paper presents a bacterial foraging optimization approach for optimizing the parameterized membership function. The above criterion is applied to an automatic voltage regulator system and results are presented and compared with the previous method.
引用
收藏
页码:263 / 273
页数:11
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