Cooperative trucks and drones for rural last-mile delivery with steep roads

被引:13
|
作者
Xiao, Jiuhong [1 ]
Li, Ying [1 ]
Cao, Zhiguang [2 ]
Xiao, Jianhua [1 ,3 ]
机构
[1] Nankai Univ, Res Ctr Logist, Tianjin 300071, Peoples R China
[2] Singapore Management Univ, Sch Comp & Informat Syst, Singapore 178902, Singapore
[3] Nankai Univ, Lab Econ Behav & Policy Simulat, Tianjin 300071, Peoples R China
基金
中国国家自然科学基金;
关键词
Trucks and drones; Cooperative delivery; Energy consumption; Steep roads; Adaptive large neighborhood search; VEHICLE-ROUTING PROBLEM; TIME WINDOWS; EMISSION; ALGORITHM; PICKUP; MODELS;
D O I
10.1016/j.cie.2023.109849
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The cooperative delivery of trucks and drones promises considerable advantages in delivery efficiency and environmental friendliness over pure fossil fuel fleets. As the prosperity of rural B2C e-commerce grows, this study intends to explore the prospect of this cooperation mode for rural last-mile delivery by developing a green vehicle routing problem with drones that considers the presence of steep roads (GVRPD-SR). Realistic energy consumption calculations for trucks and drones that both consider the impacts of general factors and steep roads are incorporated into the GVRPD-SR model, and the objective is to minimize the total energy consumption. To solve the proposed model, an improved adaptive large neighborhood search (IALNS) algorithm is introduced, which incorporates several novel operators designed based on the characteristics of the problem. The effectiveness of the IALNS algorithm and the feasibility of the GVRPD-SR are verified through extensive computational experiments. Furthermore, a detailed sensitivity analysis is conducted on several critical parameters to derive managerial insights.
引用
收藏
页数:18
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