Computer Engineering and Applications ›› 2013, Vol. 49 ›› Issue (2): 24-28.

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Differential evolution hybrid algorithm for vehicle routing problem with time windows

WANG Jun   

  1. School of Business, Tianjin University of Finance & Economics, Tianjin 300222, China
  • Online:2013-01-15 Published:2013-01-16

带时间窗车辆路径问题的差分进化混合算法

王  君   

  1. 天津财经大学 商学院,天津 300222

Abstract: The Vehicle Routing Problem with Time Windows(VRPTW)is addressed in this paper.A mathematical model is built and a discrete differential evolution hybrid algorithm for VRPTW is designed.In the algorithm,the population is initialized by a random vehicle loading method,and improved by new discrete mutation and crossover operators.Moreover,the tabu search is introduced to enhance the local searching capability of the algorithm,in which insertion and 2-Opt feasible neighborhoods are used to search feasible solutions.Experimental results show the effectiveness of the proposed approach for the VRPTW.

Key words: Vehicle Routing Problem(VRP), time window, differential evolution algorithm, tabu search

摘要: 研究了带时间窗的车辆路径问题(Vehicle Routing Problem with Time Windows,VRPTW),建立了数学模型,并设计了求解VRPTW的离散差分进化混合算法。算法采用随机车辆配载方法构造初始解,并通过构造新的变异和交叉算子进行改进。进一步,利用插入可行邻域和2-Opt可行邻域两种搜索可行解的邻域结构,引入禁忌搜索进一步进行局部搜索以提高算法的寻优能力。实验结果表明该算法是求解VRPTW的一种有效方法。

关键词: 车辆路径问题, 时间窗, 差分进化算法, 禁忌搜索