Cooperative parallel variable neighborhood search for the p-median

被引:102
作者
Crainic, TG [1 ]
Gendreau, M
Hansen, P
Mladenovic, N
机构
[1] Univ Quebec, Dept Management & Technol, Montreal, PQ H3C 3P8, Canada
[2] Univ Montreal, Ctr Rech Transports, Montreal, PQ H3C 3J7, Canada
[3] Univ Montreal, Dept Informat & Rech Operat, Montreal, PQ H3C 3J7, Canada
[4] GERAD, Belgrade, Serbia
[5] HEC Montreal, Montreal, PQ, Canada
[6] SANU, Inst Matemat, Belgrade, Serbia
基金
加拿大创新基金会; 加拿大自然科学与工程研究理事会;
关键词
parallel optimization; cooperative search; Variable Neighborhood Search; p-median problem;
D O I
10.1023/B:HEUR.0000026897.40171.1a
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a cooperative multi-search method for the Variable Neighborhood Search (VNS) meta-heuristic based on the central-memory mechanism that has been successfully applied to a number of difficult combinatorial problems. In this approach, several independent VNS meta-heuristics cooperate by asynchronously exchanging information about the best solutions identified so far, thus conserving the simplicity of the original, sequential VNS ideas. The p-median problem (PM) serves as test case. Extensive experimentations have been conducted on the classical TSPLIB benchmark problem instances with up to 11948 customers and 1000 medians, without any particular calibration of the parallel method. The results indicate that, compared to sequential VNS, the cooperative strategy yields significant gains in terms of computation time without a loss in solution quality.
引用
收藏
页码:293 / 314
页数:22
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