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A Solution Method for a Two-dispatch Delivery Problem with Stochastic Customers

机译:带有随机顾客的两派送货问题的解决方法

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摘要

We study a vehicle routing problem in which vehicles are dispatched multiple times a day for product delivery. In this problem, some customer orders are known in advance while others are uncertain but are progressively realized during the day. The key decisions include determining which known orders should be delivered in the first dispatch and which should be delivered in a later dispatch, and finding the routes and schedules for customer orders. This problem is formulated as a two-stage stochastic programming problem with the objective of minimizing the expected total cost. A worst-case analysis is performed to evaluate the potential benefit of the stochastic approach against a deterministic approach. Furthermore, a sample-based heuristic is proposed. Computational experiments are conducted to assess the effectiveness of the model and the heuristic.
机译:我们研究了车辆路线问题,其中每天多次调度车辆进行产品交付。在这个问题中,一些客户的订单是事先知道的,而其他的则不确定,但是在白天逐渐实现。关键决策包括确定哪些已知订单应在第一次发货中交付,哪些已知订单应在以后发货中交付,以及查找客户订单的路线和计划。这个问题被表述为两阶段随机规划问题,目的是使预期的总成本最小化。执行最坏情况分析以评估随机方法与确定性方法的潜在收益。此外,提出了一种基于样本的启发式方法。进行计算实验以评估模型和启发式算法的有效性。

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