Bi-Level Fleet Dispatching Strategy for Battery-Electric Trucks: A Real-World Case Study

被引:4
|
作者
Peng, Dongbo [1 ]
Zhao, Zhouqiao [1 ]
Wu, Guoyuan [2 ]
Boriboonsomsin, Kanok [2 ]
机构
[1] Univ Calif Riverside, Dept Elect & Comp Engn, Riverside, CA 92521 USA
[2] Univ Calif Riverside, Ctr Environm Res & Technol, Riverside, CA 92507 USA
关键词
sustainable urban freight transportation; meta-heuristic algorithms; truck routing problems; VEHICLE-ROUTING PROBLEM; SEARCH;
D O I
10.3390/su15020925
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Driven by new regulations concerning greenhouse gas (GHG) emissions in the transportation sector, battery-electric trucks (BETs) are considered one of the sustainable freight transportation solutions. In this paper, a dispatching problem of the BET fleet is formulated as a capacitated electric vehicle routing problem (VRP) with pick-up and delivery. As the BET dispatching problem is NP-hard, the performance of existing approaches deteriorates in large instance problems, especially when the customers have different preferences and constraints. This article proposes a bi-level strategy that incorporates routing zone partitioning and metaheuristic-based vehicle routing to solve the large-scale BET dispatching problem, considering the delivery types, limited travel distances, and cargo payloads. We apply this strategy to a real-world fleet dispatching scenario with around 300 customer positions for pickups and drop-offs. The experimental results demonstrate that the proposed bi-level strategy can reduce total travel distance and travel time by 24-31%, compared to the baseline strategy implemented in the real world.
引用
收藏
页数:15
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