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The electric vehicle routing problem with partial recharge and vehicle recycling

机译:部分充电和车辆回收的电动汽车路由问题

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In this paper, a new variant of the electric vehicle (EV) routing problem, which considers heterogeneous EVs, partial recharge, and vehicle recycling, is investigated based on logistic companies' practical operation. A mixed integer linear programming (MILP) model is proposed to formulate the problem. For small-scale scenarios, commercial solver, e.g., CPLEX, is leveraged. For large-scale instances faced by practical applications, a hybrid metaheuristic is designed through integrating a modified Greedy Algorithm with the Variable Neighborhood Search (VNS). The proposed algorithm was tested by real-world instances from JD, an e-commerce enterprise in China. Computational results indicate that partial recharge and vehicle recycling can save costs effectively. It also shows that the number of charging stations is an important factor for the application of EVs.
机译:在本文中,基于物流公司的实际运作,研究了考虑异构EVS,部分充值和车辆回收的电动车辆(EV)路由问题的新变种。 提出了一种混合整数线性编程(MILP)模型来制定问题。 对于小型方案,商业求解器,例如CPLEX,可利用。 对于由实际应用面临的大型实例,通过将修改的贪婪算法与变量邻域搜索(VNS)集成来设计混合成群化。 所提出的算法由中国电子商务企业JD的现实世界实例测试。 计算结果表明,部分充电和车辆回收可以有效地节省成本。 它还表明充电站的数量是EVS应用的重要因素。

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