A Hierarchical Network Approach for Long-Haul Parcel Transportation

被引:1
|
作者
Gras, Camille [1 ,2 ]
Cung, Van-Dat [1 ]
Herr, Nathalie [2 ]
Newman, Alantha [1 ]
机构
[1] Univ Grenoble Alpes, G SCOP, Grenoble INP, CNRS, F-38000 Grenoble, France
[2] Probayes, F-38330 Montbonnot St Martin, France
来源
ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS: ARTIFICIAL INTELLIGENCE FOR SUSTAINABLE AND RESILIENT PRODUCTION SYSTEMS, PT V | 2021年 / 634卷
关键词
Operations research; Network design; Long-haul transportation; Parcel delivery; Hierarchical network; OPTIMIZATION; DESIGN;
D O I
10.1007/978-3-030-85914-5_18
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, we study the long-haul stage of parcel transportation, which involves the integration of the sorting operation allowing better consolidation of parcels in containers. The transportation is optimized over a complex two-level hybrid hub-and-spoke network and is conducted with a heterogeneous fleet; there are two types of vehicles which are balanced over the network on a daily basis with the management of empty trucks. We are not aware of a framework for long-haul parcel transportation in the literature that is sufficient to handle all aspects of the industrial problem we address. In terms of finding a solution, we propose a hierarchical algorithm with aggregate demands whose performance is related to the value of a truck filling rate threshold. Roughly speaking, the demands above this threshold can be routed directly while the ones below this threshold follow the hierarchical structure of the network. The routing of the two types of demands is optimized, first separately and then together in a multi-step process in which the subproblems are solved via Mixed Integer Linear Programs. Numerical experiments are carried out on datasets provided by a postal company (225 sites with 2500 demands). Various threshold values are tested to find out which one is the best, in terms of solution quality obtained and computational time.
引用
收藏
页码:168 / 178
页数:11
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