An Approach to Solve the Heterogeneous Fixed Fleet Vehicle Routing Problem With Time Window Based on Adaptive Large Neighborhood Search Meta-Heuristic

车辆路径问题 计算机科学 元启发式 数学优化 启发式 窗口(计算) 布线(电子设计自动化) 数学 算法 计算机网络 操作系统
作者
Vítor Gauer Pereira,Omir C. Alves-Junior,Fabiano Baldo
出处
期刊:IEEE Transactions on Intelligent Transportation Systems [Institute of Electrical and Electronics Engineers]
卷期号:25 (7): 8148-8157 被引量:20
标识
DOI:10.1109/tits.2024.3386457
摘要

In the current economy, companies are increasingly interested in optimizing their logistics operations to reduce costs and increase agility. Transport logistics is one of the processes to be optimized, since companies have a limited fleet of heterogeneous vehicles, with particular capacities and costs, and have to attend to their customers within restricted periods. These features characterize the problem as a Heterogeneous Fixed Fleet Vehicle Routing Problem with Time Window (HFVRPTW). To solve this problem, this work proposes a method based on the Adaptive Large Neighborhood Search (ALNS) metaheuristic particularly focused on selecting vehicles that reduce the costs of the used fleet. The experiments showed that the proposed method improved \(69.6\%\) of the benchmark instances compared with the literature state-of-the-art, with \(0.44\%\) of average reduction in the total cost. Besides that, the implemented ALNS algorithm was around \(35\) times faster to run than the most relevant compared work.
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