An exact method for vehicle routing problem with backhaul discounts in urban express delivery network

IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Cleaner Logistics and Supply Chain Pub Date : 2024-06-01 Epub Date: 2024-06-05 DOI:10.1016/j.clscn.2024.100157
Jinqiu Zhao , Yongwu Liu , Jinwei Zhang , Jing Zhang , Yixiao Huang , Le Yu , Binglei Xie
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Abstract

The surge in e-commerce has led to an increased demand for urban express services, requiring the strategic development of delivery networks that are both efficient and cost-effective. This study addresses a practical vehicle routing problem (VRP) in an urban express delivery network to minimize transportation costs. Specifically, it considers the implementation of backhaul discounts, a factor disregarded in the existing literature. This VRP is further complicated by various realistic constraints, including pickup and delivery, time windows, multiple trips, heterogeneous fleets, and docking capacity limitations, which make most general VRP solvers inapplicable. This study proposes a trip-based formulation to overcome this challenge and develop a tailored branch-and-price algorithm. Feasible trips are classified into four types to simplify the computation of backhaul discounts, thereby enhancing solution efficiency. Validation with real-world data from SF Express substantiates the efficacy of our method and yields insights for sustainable city logistics management. Moreover, our simplified column generation algorithm exhibits competitive performance, achieving optimal solutions expeditiously for the tested instances.

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城市快递网络中带有回程折扣的车辆路由问题的精确方法
电子商务的迅猛发展导致对城市快递服务的需求不断增加,这就需要战略性地发展既高效又经济的快递网络。本研究解决了城市快递网络中的一个实用车辆路由问题(VRP),以最大限度地降低运输成本。具体来说,它考虑了回程折扣的实施,而现有文献忽略了这一因素。各种现实约束条件(包括取货和送货、时间窗口、多趟行程、异构车队和停靠能力限制)使该 VRP 更加复杂,这使得大多数通用 VRP 求解器无法应用。本研究提出了一种基于行程的公式来克服这一难题,并开发了一种量身定制的分支加价格算法。可行的行程被分为四种类型,以简化回程折扣的计算,从而提高求解效率。顺丰快递的实际数据验证了我们方法的有效性,并为可持续城市物流管理提供了启示。此外,我们的简化列生成算法表现出极具竞争力的性能,能在测试实例中快速获得最佳解决方案。
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