A Branch-and-Price-and-Cut Algorithm for the Vehicle Routing Problem with Two-Dimensional Loading Constraints

被引:1
|
作者
Zhang, Xiangyi [1 ]
Chen, Lu [2 ]
Gendreau, Michel [3 ,4 ]
Langevin, Andre [3 ,4 ]
机构
[1] CAE Inc, Civil Flight Serv, St Laurent, PQ H4T 1G6, Canada
[2] Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
[3] Polytech Montreal, Dept Math & Genie Ind, Montreal, PQ H3C 3A7, Canada
[4] Ctr Interuniv Rech Reseaux Entreprise Logist & Tr, Montreal, PQ H3C 3J7, Canada
基金
加拿大自然科学与工程研究理事会; 中国国家自然科学基金;
关键词
capacitated vehicle routing; loading constraints; column generation; Trie; TABU SEARCH; ELEMENTARY; OPTIMIZATION;
D O I
10.1287/trsc.2022.1135
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
The vehicle routing problem with two-dimensional loading constraints (2L-CVRP) is a practical variant of the classic capacitated vehicle routing problem. A number of algorithms have been developed for the problem, but it is very difficult for the existing exact methods to optimally solve instances featuring with large rectangular items. To address this issue, a branch-and-price-and-cut (BPC) algorithm is proposed in this study. A novel data structure and a new dominance rule are developed to build an exact pricing algorithm that takes the loading constraints into account. Several valid inequalities are used to strengthen the linear relaxation. Extensive computational experiments were conducted on the benchmark instances of the 2L-CVRP, showing that the BPC algorithm outperforms all the existing exact methods for the problem in terms of the solution quality. Fourteen instances are solved to optimality for the first time. In particular, the size of solvable instances with large items is nearly doubled. Moreover, managerial insights about the impact of respecting the last-in-first-out constraint are also obtained.
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收藏
页数:19
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