An integrated temporal and spatial synchronization for two-echelon vehicle routing problem in waste collection system

IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Journal of Industrial Information Integration Pub Date : 2024-04-06 DOI:10.1016/j.jii.2024.100611
Golman Rahmanifar , Mostafa Mohammadi , Mostafa Hajiaghaei-Keshteli , Gaetano Fusco , Chiara Colombaroni
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Abstract

This paper presents a two-echelon vehicle routing problem (2E-VRP) with vehicle synchronization at meeting points for the reverse logistic network to collect waste in the urban area. Low-capacity vehicles are utilized to perform collection only in the inner part of the city because of restricted access and limited infrastructure to be expanded. While, high-capacity vehicles are used to transform waste from the border of the inner city to the recycling centers located outside of city. Vehicles of the first and second echelons visit each other at meeting points, which do not have storage capacity mainly because of environmental and social consequences of the transshipment of waste. The timing aspect plays a critical role at meeting points to ensure the reasonable sequence of operations. So, temporal synchronization, a critical aspect of 2E-VRP, is considered in this paper, as well as minimization of waiting time of vehicles in meeting points to avoid long dwelling time. Moreover, because the previous study of 2E-VRP has not dealt with space limitation of meeting points, this paper presents a 2E-VRP that incorporates temporal synchronization, waiting time, and temporal capacity simultaneously for the first time to address a more practical model. To solve the mentioned problem a set of capable and latest metaheuristics are proposed as well as the hybrid ones to probe their efficiency and reasonably construct high quality routes. Moreover, the impact of the temporal capacity is investigated compared to temporal synchronization without considering temporal capacity.

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垃圾收集系统中双机群车辆路由问题的综合时空同步方法
本文提出了一个两车道车辆路由问题(2E-VRP),该问题涉及在城市地区收集垃圾的逆向物流网络的汇合点车辆同步问题。由于通道受限和有待扩建的基础设施有限,低容量车辆只能在城市内部进行收集。而大容量车辆则用于将垃圾从内城边界运送到位于城外的回收中心。第一梯队和第二梯队的车辆在交汇点互访,这些交汇点没有储存能力,主要是因为转运废物会对环境和社会造成影响。为确保合理的作业顺序,时间安排在交会点起着至关重要的作用。因此,本文考虑了 2E-VRP 的一个重要方面--时间同步,以及尽量减少车辆在汇合点的等待时间,避免长时间停留。此外,由于之前对 2E-VRP 的研究没有涉及汇合点的空间限制,本文首次提出了一种同时包含时间同步、等待时间和时间容量的 2E-VRP,以解决更实用的模型问题。为解决上述问题,本文提出了一套有效的最新元启发式算法以及混合算法,以探究其效率并合理地构建高质量路由。此外,与不考虑时间容量的时间同步相比,研究了时间容量的影响。
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来源期刊
Journal of Industrial Information Integration
Journal of Industrial Information Integration Decision Sciences-Information Systems and Management
CiteScore
22.30
自引率
13.40%
发文量
100
期刊介绍: The Journal of Industrial Information Integration focuses on the industry's transition towards industrial integration and informatization, covering not only hardware and software but also information integration. It serves as a platform for promoting advances in industrial information integration, addressing challenges, issues, and solutions in an interdisciplinary forum for researchers, practitioners, and policy makers. The Journal of Industrial Information Integration welcomes papers on foundational, technical, and practical aspects of industrial information integration, emphasizing the complex and cross-disciplinary topics that arise in industrial integration. Techniques from mathematical science, computer science, computer engineering, electrical and electronic engineering, manufacturing engineering, and engineering management are crucial in this context.
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