Ant Colony Optimization with Memory and Its Application to Traveling Salesman Problem

被引:1
作者
Wang, Rong-Long [1 ]
Zhao, Li-Qing [1 ]
Zhou, Xiao-Fan [1 ]
机构
[1] Univ Fukui, Grad Sch Engn, Fukui 9108507, Japan
关键词
ant colony optimization; memory; combinatorial optimization problems; traveling salesman problem; QUADRATIC ASSIGNMENT PROBLEM; ALGORITHMS; GUIDE;
D O I
10.1587/transfun.E95.A.639
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Ant Colony Optimization (ACO) is one of the most recent techniques for solving combinatorial optimization problems, and has been unexpectedly successful. Therefore, many improvements have been proposed to improve the performance of the ACO algorithm. In this paper an ant colony optimization with memory is proposed, which is applied to the classical traveling salesman problem (TSP). In the proposed algorithm, each ant searches the solution not only according to the pheromone and heuristic information but also based on the memory which is from the solution of the last iteration. A large number of simulation runs are performed, and simulation results illustrate that the proposed algorithm performs better than the compared algorithms.
引用
收藏
页码:639 / 645
页数:7
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