The efficient search method of simulated annealing using fuzzy logic controller

被引:17
作者
Jeong, Suk-Jae [1 ]
Kim, Kyung-Sup [1 ]
Lee, Young-Hoon [1 ]
机构
[1] Yonsei Univ, Dept Informat & Ind Engn, Seoul 120749, South Korea
关键词
Simulated annealing; Fuzzy logic controller; Traveling salesman problem; Equal piles problem; ALGORITHMS;
D O I
10.1016/j.eswa.2008.08.020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Stimulated annealing method has been successfully applied to various combinatorial optimization problems. In the conventional simulated annealing, temperature and local search repetition are determined by simple algorithms with a higher transition probability in the beginning of the search and lower probability toward the end of the search. But these simple methods can cause inefficient search process. In order to overcome this defect, this paper provides an adaptive simulated annealing algorithm using fuzzy logic controller (FLC). FLC can control the temperature and the local search repetition of simulated annealing, thereby making the search process of simulated annealing more efficient. The performance of the proposed method is evaluated and favorably compared with the conventional simulated annealing through traveling salesman problem and equal piles problem. Crown Copyright (C) 2008 Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:7099 / 7103
页数:5
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