Delivery routing for electric vehicles with en-route mobile battery swapping

Jiuhong Xiao , Shuyi Wang , Jianhua Xiao , George Q. Huang
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Abstract

Amid increasing environmental concerns, electric vehicles (EVs) are gaining traction as a sustainable transportation alternative. However, the widespread adoption of EVs is hindered by range limitations, inadequate charging infrastructure, and unpredictable access to charging facilities. The battery swapping van (BV) has been proposed as an innovative approach to actively offer on-demand charging at designated locations. This study leverages the novel BV concept and proposes a novel electric vehicle routing model with time windows and en-route mobile battery swapping (EVRPTW-EMBS). This achieves flexible mobile battery swapping services provided by BVs to EVs that are either en route or at customer sites. A tailored heuristic algorithm called CIP-TDP-ILNS is adopted, combining improved large neighborhood search (ILNS) with tree-template dynamic programming (TDP) and cluster-aided integer programming (CIP) to reduce the search space and enhance solving efficiency. Through extensive testing, the CIP-TDP-ILNS algorithm exhibits robust performance, yielding up to 16% cost reductions for the EVRPTW-EMBS compared to the benchmark model. The findings of this study suggest that (1) the EVRPTW-EMBS system is particularly beneficial for servicing clients with wider time windows, and (2) the optimal balance between the quantity of batteries carried and their capacity should be tailored to the logistics network’s size.
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电动汽车的送货路线选择与途中移动电池交换
随着人们对环境问题的日益关注,电动汽车(EV)作为一种可持续发展的交通工具正受到越来越多的青睐。然而,电动汽车的广泛应用却受到续航里程限制、充电基础设施不足以及充电设施不可预知等因素的阻碍。电池交换车(BV)作为一种创新方法,被提出在指定地点积极提供按需充电服务。本研究利用新颖的 BV 概念,提出了一种带有时间窗口和途中移动电池交换(EVRPTW-EMBS)的新颖电动汽车路由模型。这就实现了由 BV 向途中或客户地点的电动汽车提供灵活的移动电池交换服务。本文采用了一种名为 CIP-TDP-ILNS 的定制启发式算法,将改进的大邻域搜索(ILNS)与树模板动态编程(TDP)和集群辅助整数编程(CIP)相结合,以缩小搜索空间并提高求解效率。通过大量测试,CIP-TDP-ILNS 算法表现出强劲的性能,与基准模型相比,EVRPTW-EMBS 的成本最多降低了 16%。本研究的结果表明:(1) EVRPTW-EMBS 系统尤其适用于为时间窗口较宽的客户提供服务;(2) 应根据物流网络的规模来确定电池携带量和电池容量之间的最佳平衡。
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来源期刊
CiteScore
16.20
自引率
16.00%
发文量
285
审稿时长
62 days
期刊介绍: Transportation Research Part E: Logistics and Transportation Review is a reputable journal that publishes high-quality articles covering a wide range of topics in the field of logistics and transportation research. The journal welcomes submissions on various subjects, including transport economics, transport infrastructure and investment appraisal, evaluation of public policies related to transportation, empirical and analytical studies of logistics management practices and performance, logistics and operations models, and logistics and supply chain management. Part E aims to provide informative and well-researched articles that contribute to the understanding and advancement of the field. The content of the journal is complementary to other prestigious journals in transportation research, such as Transportation Research Part A: Policy and Practice, Part B: Methodological, Part C: Emerging Technologies, Part D: Transport and Environment, and Part F: Traffic Psychology and Behaviour. Together, these journals form a comprehensive and cohesive reference for current research in transportation science.
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