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求解车辆路径问题的改进遗传算法 被引量:9

Improved genetic algorithm for vehicle routing problem
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摘要 车辆路径问题是一个典型的组合优化类问题,遗传算法是求解此类问题的方法之一。针对遗传算法容易出现"早熟"现象的问题,借鉴免疫算法通过抗体浓度抑制以保持种群多样性的优势以及模拟退火算法的个体选择策略,提出了一种改进的遗传算法,并将其用于解决车辆路径问题。实验验证了算法的有效性以及求解的效率和解的质量。 Vehicle routing problem is a typical combinational optimization problem.Genetic algorithm is one of the methods used to solve VRP.Aiming at the defects of premature convergence in the evolution process of genetic algorithmt,his thesis designs an improved genetic algorithmr,eferring the advantages of immune algorithm which uses antibody concentration re-striction to keep population diversity and the individual choice approach of simulated annealing algorithm.The improved ge-netic algorithm is used to solve VRP in the thesis.Some experiment data prove the effectiveness of the algorithm and authen-ticate the search efficiency and solution quality of the algorithm.
出处 《计算机工程与应用》 CSCD 北大核心 2010年第36期219-221,共3页 Computer Engineering and Applications
基金 国家自然科学基金(No.60842004) 中南民族大学校基金项目(No.YZQ07016)~~
关键词 遗传算法 车辆路径问题 组合优化 genetic algorithm vehicle routing problem combinational optimization
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参考文献8

  • 1Dantzig G B,Ramser J H.The truck dispatching problem[J].Management Science,1959,6:80-91.
  • 2Gang Shi,Yuan Weijing.Research of improved immune clonal algorithms and its applications[C]//CIMSA International Conference on Computational Intelligence for Measurement Systems and Applications,Hongkang,China,May,2009:11-13.
  • 3Osman I H.Metastractegy simulated annealing and tabu search algorithms for the vehicle routing problem[JI.Annals of operations Res,1993,41:421-451.
  • 4Lawrence S,Mohammad A.Parametric experimentation with a genetic algorithmic configuration for solving the vehicle routing problem[C]//Proceedings-Annual Meeting of the Decision Sciences Institute,Decis Sci Inst,1996:488-490.
  • 5张翠军,张敬敏,王占锋.基于车辆路径问题的蚁群遗传融合优化算法[J].计算机工程与应用,2008,44(4):233-235. 被引量:17
  • 6Kheirkhahzadeh M,Barforoush A A.A hybrid algorithm for the vehicle routing problem[C]//IEEE Congress on Evolutionary Computation,CEC'09,18-21 May 2009,2009:1791-1798.
  • 7Clark G,Wright J WScheduling of vehicles from a central depot to a number of delivery points[J].Operations Research,1964,12:568-581.
  • 8Bramel J,Simchi L.A location based heuristic for general routing problems[J].Operations Research,1995,43:649-660.

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