The traveling salesman problem with time windows in postal services

被引:12
|
作者
Bretin, Alexis [1 ,2 ,3 ]
Desaulniers, Guy [1 ,3 ]
Rousseau, Louis-Martin [1 ,2 ]
机构
[1] Ecole Polytech Montreal, Montreal, PQ, Canada
[2] CIRRELT, Montreal, PQ, Canada
[3] GERAD, Montreal, PQ, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Travelling salesman problem with Time windows; postal services; route duration; bi-objective; low time-window density; clustering heuristic; ALGORITHMS; INSERTION;
D O I
10.1080/01605682.2019.1678403
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This article focuses on a variant of the travelling salesman problem with time windows (TSPTW) that arises in postal services and parcel deliveries. It differs from the classical TSPTW as follows. First, route duration is a significant concern, as human costs largely exceed vehicle costs, emphasising the importance of reducing waiting time. Second, customers are divided in two categories: Commercial ones with time windows and private customers without time window restrictions, making the NP-hard TSPTW even harder to solve. To support the first statement, we present a multi-objective approach based on a constraint programming formulation of the problem which allows to balance the optimisation of both human and material resources. To address the issue of large-scale sparsely time-constrained instances and reduce the size of the large real-world instances, we also introduce a cluster/solve/sequence approach that relies on a mathematical programming formulation to sequence the customer visits in the final step. This decomposition technique allows to produce high-quality solutions (with an average optimality gap of 1.31%) for industrial problems in less than one minute of computation time.
引用
收藏
页码:383 / 397
页数:15
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