A new optimization algorithm based on ant colony system with density control strategy

被引:0
|
作者
Qin, Ling [1 ]
Chen, Yixin
Chen, Ling
Yao, Yuan
机构
[1] Nanjing Univ Aeronaut & Astronaut, Dept Comp Sci, Nanjing 210093, Peoples R China
[2] Washington Univ, Dept Comp Sci & Engn, St Louis, MO 63130 USA
[3] Yangzhou Univ, Dept Comp Sci, Yangzhou 225009, Peoples R China
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
A new optimization algorithm based on the ant colony system is presented by adopting the density control strategy to guarantee the performance of the algorithm. In each iteration of the algorithm, the solutions are selected to have mutation operations according to the quality and distribution of the solution. Experimental results on the traveling salesman problem show that our algorithm can not only get diversified solutions and higher convergence speed than the Neural Network Model and traditional ant colony algorithm, but also avoid the stagnation and premature problem.
引用
收藏
页码:385 / 390
页数:6
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