求解0-1多维背包问题的并行禁忌搜索算法

S. Niar, A. Fréville
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引用次数: 34

摘要

0-1多维背包问题(0-1 MKP)是np完全问题。它对大规模实例的解决需要令人望而却步的处理时间。本文提出了一种新的基于禁忌搜索(TS)的并行元启发式算法来求解0-1 MKP。我们证明,除了减少执行时间外,并行处理还可以自动和动态地执行一些TS参数的设置。最后一点是通过分析协同并行搜索过程给出的信息,并在执行过程中修改搜索过程来实现的。这种方法引入了一个新的层次,在这个层次上可以实现集约化和多样化之间的平衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A parallel Tabu search algorithm for the 0-1 multidimensional knapsack problem
The 0-1 multidimensional knapsack problem (0-1 MKP) is an NP-complete problem. Its resolution for large scale instances requires a prohibitive processing time. In this paper we propose a new parallel meta-heuristic algorithm based on the Tabu search (TS) for the resolution of the 0-1 MKP. We show that, in addition to reducing execution time, parallel processing can perform automatically and dynamically the settings of some TS parameters. This last point is realized by analyzing the information given by cooperative parallel search processes, and by modifying the search processes during the execution. This approach introduces a new level where balancing between intensification and diversification can be realized.
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