Fuzzy PSO: A generalization of particle swarm optimization

被引:0
|
作者
Abdelbar, AM [1 ]
Abdelshahid, S [1 ]
Wunsch, DC [1 ]
机构
[1] Amer Univ Cairo, Dept Comp Sci, Cairo, Egypt
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In standard particle swarm optimization (PSO), the best particle in each neighborhood exerts its influence over other particles in the neighborhood. In this paper, we propose fuzzy PSO, a generalization which differs from standard PSO in the following respect: charisma is defined to be a fuzzy variable, and more than one particle in each neighborhood can have a non-zero degree of charisma, and, consequently, is allowed to influence others to a degree that depends on its charisma. We evaluate our model on the weighted maximum satisfiability (max-sat) problem, comparing performance to standard PSO and to Walk-Sat.
引用
收藏
页码:1086 / 1091
页数:6
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