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加强的混合遗传算法求解能力约束弧路径问题 被引量:2

An Enhanced Hybrid Genetic Algorithm for the Capacitated Arc Routing Problem
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摘要 为了在可接受的时间里求解具有NP-hard性质的能力约束弧路径问题(CARP),提出了加强的混合遗传算法(EHGA).该算法是在遗传算法框架里嵌入加强的局域搜索算子来强化搜索,充分发挥了遗传算法的全局搜索能力和加强的局域搜索算子的局域搜索能力.同时,在进行种群替代时,二元锦标赛替代被提出,并使用了种群管理来保持种群的多样性.测试了标准CARP算例,并给出了算法效果比较.结果表明,加强的混合遗传算法胜出一般的Memetic算法,是有效的求解CARP的方法. In order to solve the NP-hard capacitated arc routing problem (CARP) in acceptable time, an en hance hybrid genetic algorithm (EHGA) was proposed. The enhanced local search (ELS) was used within a genetic algorithm (GA) framework to intensify the search. Binary tournament replacement and popula tion management strategy were proposed when population was updated. The CARP benchmark instances were tested. The results show that EHGA outperforms memetic algorithm (MA), and is effective to solve the CARP.
出处 《上海交通大学学报》 EI CAS CSCD 北大核心 2013年第4期619-625,共7页 Journal of Shanghai Jiaotong University
基金 国家自然科学基金资助项目(70872077) 国家自然科学基金国际(地区)合作交流项目(70831160527)
关键词 能力约束弧路径问题 元启发式算法 混合遗传算法 二元锦标赛替代 capacitated arc routing problem (CARP) metaheuristic hybrid genetic algorithm binary tournament replacement
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  • 1Golden B L, Wong R T. Capacitated arc routing problems[J]. Networks, 1981,11(3): 305-315.
  • 2Golden J, DeArmon J S, Baker E K. Computational experiments with algorithms for a class of routing problems [J]. Computers & Operations Research, 1983. 10(1): 47-59.
  • 3Chapleau L, Ferland J A, Lapalme G, et al. A par- allel insert method for the capacitated arc routing problem[J]. Operations Research Letters, 1984, 3 (2) : 95-99.
  • 4Pearn W. Approximate solutions for the capacitated arc routing problem [J]. Computers & Operations Re- search, 1989,16(6): 589-600.
  • 5Pearn W. Augment-insert algorithms for the capaci- tated arc routing problem [J] Computers & Opera- tions Research, 1991,18(2) : 189-198.
  • 6Ulusoy G. The fleet size and mix problem for capaci- tated arc routing [J]. European Journal of Operational Research, 1985, 22(3): 329-337.
  • 7Benavent E, Campos V, Corbercin A, et al. The ea- pacitated arc routing problem. A heuristic algorithm [J]. Qiiestii6, 1990, 14(1-3): 107-122.
  • 8Hertz A, Laporte G , Mittaz M. A tabu search heu- ristic for the capacitated arc routing problem [J]. Op- erations Research, 2000, 48 ( 1 ) : 129-135.
  • 9Brand a6 J, Eglese R. A deterministic tabu search algorithm for the capacitated arc routing problem [J]. Computers & Operations Research, 2008, 35 ( 4 ) : 1112-1126.
  • 10Hertz A, Mittaz M. A variable neighborhood descent algorithm for the undirected capacitated arc routing problem[J]. Transportation Science, 2001,35 (4) : 425-434.

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