Fuzzy Krill Herd Optimization Algorithm

被引:0
|
作者
Fattahi, Edris [1 ]
Bidari, Mandi [1 ]
Kanan, Hamidreza Rashidy [2 ]
机构
[1] Islamic Azad Univ, Qazvin Branch, Dept Elect Comp & IT Engn, Qazvin, Iran
[2] Islamic Azad Univ, Qazvin Branch, Dept Elect Biomed & Mechatron Engn, Qazvin, Iran
关键词
meta-heuristic; exploration-exploitation; krill herd algorithm; fuzzy controller;
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
The Standard Krill Herd(SKH) optimization algorithm is one of the meta-heuristic algorithms which is proposed based on herding behavior of krill individuals in the nature for solving optimization problems. Considering that SKH is a meta-heuristic algorithm, two main properties of this algorithm is using mixture of random search or exploration and local search or exploitation. Keeping the exploration and exploitation of algorithm balanced plays crucial role in SKH to gain highest performance in solving optimization tasks. So, in this paper we have proposed fuzzy KH which is utilizing a fuzzy system as a parameter tuner for setting the participation amount of exploration and exploitation considering different conditions which may happen during solving the problems. We have tested the fuzzy KH algorithm on different benchmarks and the obtained results show the higher performance of proposed method.
引用
收藏
页码:423 / 426
页数:4
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