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一种禁忌搜索算法在计算网格中的并行化策略 被引量:4

Parallelization of An Efficient TABU Search on the Computational Grid
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摘要 禁忌搜索算法是求解组合优化问题的一种主要方法,是克服NP完全问题的有效的解决途径,随着计算网格的发展,将算法移植到这种弱的分布式并行计算环境中,具有广泛的应用意义。Master-Worker计算模式被认为是比较适宜于计算网格的模式。本文在分析讨论了Rolland等人提出的一种高效禁忌搜索算法的基础上,提出了两种并行化策略并进行了比较。结果表明,对于区域分解困难,同时算法复杂性低的情况,利用分散搜索的策略,可以提高求解精度。 TABU search is a well known method in finding optimal solutions of combinatorics problems. It is significantly beneficial to introduce the method into the computational grid, for the grid is becoming an important technology to co-operate amount of PCs and workstations to be a loosely coupled distributed computing environment at a low cost. It is necessary to study the parallelization strategy on such an environment. Generally the Master-Worker paradigm is considered to be a suitable one. Therefore the authors try to put forward two different parallelization strategies for the efficient TABU search method which is introduced by Rolland, etc. We argue that a scatter search strategy is better for improving the solution when the search method has a low time complexity and also the decomposition strategy is difficult to implement.
出处 《微电子学与计算机》 CSCD 北大核心 2004年第6期115-118,122,共5页 Microelectronics & Computer
基金 国家自然科学基金资助项目(40131010)
关键词 禁忌搜索算法 计算网格 并行化策略 TABU search algorithm, computational grid, parallelization strategy
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参考文献7

  • 1都志辉,陈渝,刘鹏.网格计算,清华大学出版社,北京,2002. 被引量:1
  • 2I Foster, C Kesselman. The Grid: Blueprint for a New Computing Infrastructure, Morgan-Kaufmann, 1999. 被引量:1
  • 3J-P Goux, S Leyffer. Solving large MINLPs on computational grid, Optimization and Engineering, 2002, 3, 327-346. 被引量:1
  • 4J-P Goux, S Kulkarni, M Yoder, J Linderoth. Master-worker: an enabling framework for applications on the computational grid, Cluster Computing, 2001, 4, 63-70. 被引量:1
  • 5G Cooperman, H Casanova, J Hayes, T Witzel. Using TOPC and AMPIC to port large parallel applications to the computational grid, Future Generation Computer Systems 2003, 19, 587-596. 被引量:1
  • 6吕苏,洪国辉.基于Java的轻量级元计算[J].计算机工程,2003,29(6):89-91. 被引量:1
  • 7E Rolland, D A Schilling, J R Current. An efficient tabu search procedure for the p-median problem, European Journal of Operational Research, 1996, 96, 329-342. 被引量:1

二级参考文献3

  • 1[1]Sarmenta L F G.Volunteer Computing[Ph.D.Thesis].Massachusetts Institute of Technology,2001-03 被引量:1
  • 2[2]Cappello P.Javelin: Internet-based Parallel Computing Using Java. Proc.of ACM Workshop on Java for Science and Engineering Computation,1997-06 被引量:1
  • 3[3]HTTP1.1. http://www.ietf, org/rfc/rfc2616.txt, 1999 被引量:1

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