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Express package routing problem with occasional couriers

机译:用偶尔的快递快递包裹路由问题

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摘要

This study investigates the viability of a "courier friendly" crowd-shipping (CS) model to carry out express package deliveries in an urban area. Imposing almost no managerial control over the occasional couriers (OC) to maximize their willingness to participate, the envisioned model suggests using transshipment points to enhance operational efficiency and a company-controlled backup delivery capacity to account for the uncertainty in the crowd-provided delivery capacity. A dynamic programming (DP) approach is developed to address the package routing problem that needs to be solved for the real-time management of the CS network. The suggested methodology does not assume any specific distributions for the courier and demand arrivals and provides the optimal package routing policy when the courier and service point capacities are not binding. Several extensions of the basic DP approach are studied to consider limited courier and service point capacities and take advantage of the extra information provided by those couriers that declare their arrivals in advance. To the best of the author's knowledge, this study presents the first example of using Monte-Carlo simulations to determine "shadow costs" of capacity utilizations and use them in making the assignment (matching) decisions. An extensive computational study demonstrates the efficacy of the solution approach. It provides valuable insights into, among others, the potential benefits of delivering packages with a coordinated effort of OCs (with transshipments) under short delivery lead time restrictions, the impact of the spatial and temporal distribution of the demand and courier arrivals on the system performance, and the importance of the notice times for OC arrivals.
机译:本研究调查了“快递友好”人群运输(CS)模型的生存能力,以便在市区进行快递套餐。对偶尔的快递者(OC)施加几乎没有管理控制,以最大限度地提高他们的参与意愿,设想的模型建议使用转运点来提高运营效率和公司控制的备份运送能力,以考虑人群提供的不确定性。开发了一种动态编程(DP)方法来解决需要解决的包路由问题,以用于CS网络的实时管理。建议的方法没有假设快递和需求到达的任何特定分布,并在快递和服务点容量不绑定时提供最佳的包裹路由策略。研究了基本DP方法的若干扩展,以考虑有限的快递和服务点能力,并利用这些快递公司提供的额外信息提前宣布其抵达。据教师的知识中,本研究介绍了使用Monte-Carlo模拟来确定容量利用的“阴影成本”的第一个示例,并在制作分配(匹配)决策时使用它们。广泛的计算研究表明了解决方案方法的功效。它提供了有价值的见解,其中包括在短期交付时间限制下通过协调努力(在转运中)的协调努力提供潜在的益处,其需求和时空分布的空间和时间分布对系统绩效的影响,以及OC抵达的通知时间的重要性。

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