AN ADAPTIVE LARGE NEIGHBORHOOD SEARCH ALGORITHM FOR VEHICLE ROUTING PROBLEM WITH MULTIPLE TIME WINDOWS CONSTRAINTS

被引:0
|
作者
Feng, Bin
Wei, Lixin [1 ]
Hu, Ziyu
机构
[1] Yanshan Univ, Minist Educ Intelligent Control Syst & Intelligen, Engn Res Ctr, Qinhuangdao 066004, Hebei, Peoples R China
基金
中国国家自然科学基金;
关键词
Vehicle routing problem; multiple time windows; adaptive large neigh-borhood search; local search; DELIVERY PROBLEM; PICKUP;
D O I
10.3934/jimo.2021197
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The Vehicle Routing Problem with Multiple Time Windows (VRPMTW) is a generalization of problems in real life logistics distribution, which has a wide range of applications and research values. Several neighborhood search based methods have been used to solve this kind of problem, but it still has drawbacks of generating numbers of infeasible solutions and falling into local optimum easily. In order to solve the problem of arbitrary selection for neighborhoods, a series of neighborhoods are designed and an adaptive strategy is used to select the neighborhood, which constitute the Adaptive Large Neighborhood Search(ALNS) algorithm framework. For escaping from the local optimum effectively in the search process, a local search based on destroy and repair operators is applied to shake the solution by adjusting the number of customers. The proposed method allows infeasible solutions to participate in the iterative process to expand the search space. At the same time, an archive is set to save the high-quality feasible solutions during the search process, and the infeasible solutions are periodically replaced. Computational experimental results on VRPMTW benchmark instances show that the proposed algorithm is effective and has obtained better solutions.
引用
收藏
页码:573 / 593
页数:21
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