A matheuristic for the asymmetric capacitated vehicle routing problem

被引:19
|
作者
Leggieri, Valeria [1 ]
Haouari, Mohamed [2 ]
机构
[1] Free Univ Bozen Bolzano, Fac Sci & Technol, Bolzano, Italy
[2] Qatar Univ, Coll Engn, Mech & Ind Engn Dept, Doha, Qatar
关键词
Asymmetric capacitated vehicle routing problem; Matheuristic; Compact MILP formulations; ALGORITHM; PROJECTION;
D O I
10.1016/j.dam.2016.03.019
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we propose a novel matheuristic for the Asymmetric Capacitated Vehicle Routing Problem (ACVRP). This optimization-based approach combines some heuristic concepts with compact mixed-integer linear programming (MILP) formulations. Basically, the proposed matheuristic includes three sequential stages. First, the problem size is heuristically reduced by discarding unpromising arcs. Second, a starting feasible solution is derived. Finally, an optimization-based improvement procedure is invoked to iteratively generate near-optimal solutions. This latter procedure requires solving a sequence of two or three-vehicle ACVRP reduced instances. A peculiar feature of the solution strategy is that all the three stages are solely based on solving compact MILP formulations using a commercial solver and it does not resort to any constructive heuristic nor metaheuristic. We describe the results of extensive computational experiments, that were carried out on a large set of benchmark instances with up to 200 nodes, and we provide empirical evidence that the proposed matheuristic often delivers high-quality solutions. (C) 2016 Published by Elsevier B.V.
引用
收藏
页码:139 / 150
页数:12
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