Parallel implementation of Ant Colony Optimization on MPP

被引:10
|
作者
Chen, Ling [1 ]
Sun, Hai-Ying [1 ]
Wang, Shu [1 ]
机构
[1] Yangzhou Univ, Dept Comp Sci, Yangzhou 225009, Jiangsu, Peoples R China
关键词
ant colony optimization; parallel; diversity; traveling; salesman problem;
D O I
10.1109/ICMLC.2008.4620547
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
An adaptive parallel ant colony algorithm (PACO) is presented. In the algorithm, we propose a strategy for information exchange between processors which make each processor choose its partner to communicate and update the pheromone adaptively. We also propose a method of adjusting the time interval of information exchange adaptively according to the diversity of the solutions so as to increase the ability of search and avoid early convergence. Experimental results show that our algorithm PACO has high convergence speed, high speedup and efficiency.
引用
收藏
页码:981 / 986
页数:6
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