Modelling City Logistics Scenarios in Ecuadorian Big Cities Based on Multi-Objective Two-Echelon Vehicle Routing Problems

B. Barán, Haiko Eitzen, Fabio Lopez Pires, Fernando Sandoya, Jorge Luis Chicaiza
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Abstract

Classic formulations of the two-echelon vehicle routing problem (2E-VRP) reflect the perspective of a single provider. The lack of coordination between providers executing their individual schedules and, consequently, the lack of a holistic approach to urban traffic may cause further problems. Various stakeholders may have conflicting objectives. This chapter presents a multi-objective formulation of a multi-provider heterogeneous vehicle 2E-VRP from a city government perspective, demonstrating the potential benefit of this approach to all parties involved, simultaneously considering conflicting objectives. Additionally, the design and development of a multi-objective evolutionary algorithm (MOEA) for the formulated problem is presented. An experimental evaluation considering real data from Ecuadorian cities is presented to validate the proposed MOEA, demonstrating that it is capable to find good quality solutions, is scalable, and its solutions are improved throughout its execution.
基于多目标两梯队车辆路径问题的厄瓜多尔大城市城市物流场景建模
两梯队车辆路径问题(2E-VRP)的经典公式反映了单个供应商的观点。供应商在执行各自的时间表时缺乏协调,因而对城市交通缺乏整体办法,可能会造成进一步的问题。不同的利益相关者可能有相互冲突的目标。本章从市政府的角度提出了一个多供应商异构车辆2E-VRP的多目标公式,展示了这种方法对所有相关方的潜在好处,同时考虑了相互冲突的目标。此外,还设计和开发了一种多目标进化算法(MOEA)。考虑到厄瓜多尔城市的真实数据,提出了一项实验评估来验证拟议的MOEA,证明它能够找到高质量的解决方案,可扩展,并且其解决方案在执行过程中得到改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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