A decision aid algorithm for long-haul parcel transportation based on hierarchical network structure

被引:0
作者
Gras, Camille [1 ,3 ]
Herr, Nathalie [2 ]
Newman, Alantha [1 ]
机构
[1] Univ Grenoble Alpes, CNRS, Grenoble INP, Inst Engn, Grenoble, France
[2] Probayes, Montbonnot St Martin, France
[3] Univ Grenoble Alpes, CNRS, Grenoble INP, G SCOP,Inst Engn, F-38000 Grenoble, France
关键词
Optimisation; network design; long-haul transportation; parcel transportation; hierarchical network; ROUTING PROBLEM; DESIGN; OPTIMIZATION; LOCATION;
D O I
10.1080/00207543.2022.2147233
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
With the explosion of e-commerce, optimising parcel transportation has become increasingly important. We study the long-haul stage of parcel transportation which takes place between sorting centres and delivery depots and is performed on a two-level hierarchical network. In our case study, we describe the application framework of this industrial problem faced by a French postal company: There are two vehicle types that must be balanced over the network on a daily basis, and there are two possible sorting points for each parcel, which allows a better consolidation of parcels. These industrial constraints are formalised in the Long-Haul Parcel Transportation Problem (LHPTP). We present a Mixed Integer Linear Program (MILP) and a hierarchical algorithm with aggregation of demands which uses the MILP as a subroutine. We perform numerical experiments on large-size datasets provided by a postal company, which consist of approximately 2500 demands on a network of 225 sites. These tests enable the tuning of certain parameters resulting in a tailored heuristic for the LHPTP. Our algorithm can serve as a decision aid tool for transportation managers to build daily transportation plans, modeled on solutions produced given daily demand forecasts and can also be used to improve the network design.
引用
收藏
页码:7198 / 7212
页数:15
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