A biobjective capacitated vehicle routing problem using metaheuristic ILS and decomposition

分类 水准点(测量) 车辆路径问题 分解 数学优化 元启发式 计算机科学 多目标优化 集合(抽象数据类型) 迭代局部搜索 工作量 数学 布线(电子设计自动化) 算法 计算机网络 生态学 大地测量学 生物 程序设计语言 地理 操作系统
作者
Luis Fernando Galindres-Guancha,Eliana Mirledy Toro-Ocampo,Ramón Alfonso Gallego
出处
期刊:International Journal of Industrial Engineering Computations [Growing Science]
卷期号:12 (3): 293-304 被引量:4
标识
DOI:10.5267/j.ijiec.2021.2.002
摘要

Vehicle routing problems (VRPs) have usually been studied with a single objective function defined by the distances associated with the routing of vehicles. The central problem is to design a set of routes to meet the demands of customers at minimum cost. However, in real life, it is necessary to take into account other objective functions, such as social functions, which consider, for example, the drivers' workload balance. This has led to growth in both the formulation of multiobjective models and exact and approximate solution techniques. In this article, to verify the quality of the results, first, a mathematical model is proposed that takes into account both economic and work balance objectives simultaneously and is solved using an exact method based on the decomposition approach. This method is used to compare the accuracy of the proposed approximate method in test cases of medium mathematical complexity. Second, an approximate method based on the Iterated Local Search (ILS) metaheuristic and Decomposition (ILS/D) is proposed to solve the biobjective Capacitated VRP (bi-CVRP) using test cases of medium and high mathematical complexity. Finally, the nondominated sorting genetic algorithm (NSGA-II) approximate method is implemented to compare both medium- and high-complexity test cases with a benchmark. The obtained results show that ILS/D is a promising technique for solving VRPs with a multiobjective approach.
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