A two-stage stochastic location–routing problem for electric vehicles fast charging

电动汽车 计算机科学 试验台 航程(航空) 布线(电子设计自动化) 充电站 电池(电) 运筹学 练习场 数学优化 汽车工程 计算机网络 工程类 数学 功率(物理) 物理 量子力学 航空航天工程
作者
Amin Aghalari,Darweesh Ehssan Salamah,Mohannad Kabli,Mohammad Marufuzzaman
出处
期刊:Computers & Operations Research [Elsevier BV]
卷期号:158: 106286-106286 被引量:7
标识
DOI:10.1016/j.cor.2023.106286
摘要

Electric cars are projected to become the vehicles of the future. A major barrier for their expansion is range anxiety stemming from the limited range a typical electric vehicle can travel. Electric vehicle batteries’ performance and capacity are affected by many factors. In particular, the decrease in ambient temperature below a certain threshold will adversely affect the battery’s efficiency. This paper develops a two-stage stochastic program model for charging stations’ optimal location to facilitate the routing decisions of delivery services that use electric vehicles while considering the variability inherent in climate and customer demand. A novel solution approach based on the progressive hedging algorithm is presented to solve the resulting mathematical model and to provide high-quality solutions within reasonable running times for problems with many scenarios. To evaluate the proposed formulation and solution approach’s performance, Fargo city in North Dakota is selected as a testbed. We observe that the location–routing decisions are susceptible to the electric vehicle logistics underlying climate, signifying that decision-makers of the direct current fast charging electric vehicle logistic network for cities that suffer from high-temperature fluctuations would not overlook the effect of climate to design and manage the respective logistic network efficiently.
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