Optimal routing and scheduling in E-commerce logistics using crowdsourcing strategies

E. Mohamed, M. Ndiaye
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引用次数: 5

Abstract

The recent penetration of the internet has enlarged the popularity of online shopping and has given rise to different models of electronic commerce. The growth of this e-commerce creates an opportunity to use new technology and mobile applications to create valuable connections between companies and customers; which gives companies the opportunity to leverage the collective intelligence of theses online communities. This work aims to benefit from these connections to finish the last leg of delivery through the use of crowdsourcing. A pool of citizens are contracted as needed to deliver products from several lockers distributed around the city to consumers' doorsteps. Deliveries occur during a set time window for each customer taking into consideration drivers' capacity and availability time. We propose two Integer Linear programming (ILP) formulations that minimize the total reward paid to crowd-workers through optimum assignment of parcels to drivers and optimum routing for each driver. The proposed models are solved using Lingo optimization software and their run times are compared.
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基于众包策略的电子商务物流优化路径与调度
最近互联网的普及扩大了网上购物的受欢迎程度,并产生了不同的电子商务模式。电子商务的发展为使用新技术和移动应用程序在公司和客户之间建立有价值的联系创造了机会;这让公司有机会利用这些在线社区的集体智慧。这项工作旨在利用这些联系,通过使用众包来完成最后一段交付。一群市民根据需要签约,将分布在城市各处的几个储物柜里的产品送到消费者家门口。考虑到司机的能力和可用时间,每个客户在设定的时间窗口内交货。我们提出了两个整数线性规划(ILP)公式,通过优化包裹分配给司机和优化每个司机的路线,使支付给人群工作人员的总奖励最小化。利用Lingo优化软件对模型进行了求解,并对模型的运行时间进行了比较。
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