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Multi-depot Vehicle Routing Problem with Time Windows and Multi-type Vehicle Number Limits and Its Genetic Algorithm

机译:有时间窗和多类型车辆数量限制的多站点车辆路径问题及其遗传算法

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摘要

According to the situation that modern large enterprise builds multiple depots and multi-type vehicles with the limited number are in the depots, multi-depot vehicle routing problem with time windows (MDVRPTW) where limited number of vehicles and multi-type vehicle limits is given. Mathematical model of the above problem is constructed, which reflects the feature of the multi-type vehicle limit and the limited number of vehicles, compatible with MDVRPTW. An improved chromosome representation is proposed on the basis of customer, which can denote the vehicle sent by depot, path and the customer unserviced. The genetic algorithm for the problem and the population initialization algorithm are constructed. A new handling constraint method based on genetic algorithm is designed, avoiding the difficulty of selecting the penalty factor in penalty strategy and making the handling constrain simplify. The validity of the algorithm to MDVRPTW with the abovementioned conditions is proved by the experiments.
机译:根据现代大型企业建立多个车场,数量有限的多类型车辆的情况,提出了车辆数量有限,类型限制的带时间窗的多车场路径问题(MDVRPTW)。 。构建了上述问题的数学模型,该模型反映了与MDVRPTW兼容的多类型车辆限制和有限数量的车辆的特征。在客户的基础上提出了一种改进的染色体表示方法,它可以表示由仓库,路径和没有服务的客户发送的车辆。构造了问题的遗传算法和种群初始化算法。设计了一种新的基于遗传算法的处理约束方法,避免了在惩罚策略中选择惩罚因子的麻烦,简化了处理约束。实验证明了该算法在上述条件下对MDVRPTW的有效性。

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