Parallel ant colony optimization algorithm

被引:0
|
作者
Liu, Hong [1 ]
Li, Ping [1 ]
Wen, Yu [1 ]
机构
[1] Zhejiang Univ, Natl Lab Ind Control Technol, Res Ctr Intelligent Transportat Syst, Hangzhou 310027, Zhejiang Provin, Peoples R China
关键词
parallel computing; ant colony optimization algorithm; multi-stage decision; construction graph decomposition;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Ant colony optimization algorithm is a good way to solve complex multi-stage decision problems. But the construction graph and computation steps for an ant to construct a solution in the construction graph will be exponentially increased, if the stage number and decision variable dimension of complex multi-stage decision problem are increasing. It will cause the ant colony optimization algorithm can not be computed by a single PC. Therefore, a parallel ant colony optimization algorithm based on the construction graph decomposition is presented to solve this problem. The parallel ant colony optimization algorithm decomposes the construction graph into some parts and each part is placed on different PC. The whole computation task is accomplished by mutual cooperation in the PCs which join in the computation. Experiment has verified that it can solve this problem and improve the computation efficiency.
引用
收藏
页码:3222 / +
页数:2
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