Package Delivery Route Optimization with Tight Travel Time

Komarudin, Apratimadewi Nuraziza Abyantara
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Abstract

In the package delivery and courier services industry, delivery time is one crucial factor that influences customer satisfaction. While most delivery package service companies implement hub-and-spoke network design to achieve economies of scale, same-day delivery services between every origin-destination pair can be ensured by designing a delivery network with tight travel time constraints. This study focuses on designing method that could answer the main decisions in hub-and-spoke network design-which are: the optimal number and locations of hubs, along with the allocations of other nodes to hubs-and to transform such hub-and-spoke network design into a routed one which fulfills both tight travel time and minimization of vehicles needed. Uncapacitated Single Allocation p-Hub Median Problem and K-Means clustering method were used to design the initial hub-and-spoke network. The directly linked network then transformed into a routed network by implementing the Local Search algorithm and an Integer Programming model. The optimal network design was chosen by considering the minimum number of vehicles needed. The method was then tested using a case study of a package delivery start-up company operating in Jakarta. Travel time data were collected between every delivery origin-destination pair. Results from both methods shown that 3 is the optimum number of hubs.
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行程时间紧凑的包裹投递路线优化
在包裹递送和快递服务行业,交货时间是影响顾客满意度的一个重要因素。虽然大多数快递服务公司采用中心辐式网络设计来实现规模经济,但通过设计一个严格限制旅行时间的快递网络,可以确保每个始发目的地对之间的当日送达服务。本研究的重点是解决轮辐网络设计中的主要决策问题,即枢纽的最优数量和位置,以及其他节点对枢纽的分配,并将这种轮辐网络设计转化为路由网络,以满足紧凑的旅行时间和所需车辆的最小化。采用无能力单分配p-Hub中值问题和K-Means聚类方法设计初始轮辐网络。通过实现局部搜索算法和整数规划模型,将直连网络转换为路由网络。通过考虑所需车辆的最小数量来选择最优网络设计。然后,通过对雅加达一家包裹递送初创公司的案例研究,对该方法进行了测试。收集每个递送始发目的地对之间的旅行时间数据。两种方法的结果表明,3个是最优的集线器数量。
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