Hub-and-spoke network design under congestion: A learning based metaheuristic

被引:35
|
作者
Karimi-Mamaghan, Maryam [1 ]
Mohammadi, Mehrdad [1 ]
Pirayesh, Amir [2 ]
Karimi-Mamaghan, Amir Mohammad [3 ]
Irani, Hassan [4 ]
机构
[1] UBL, Lab STICC, IMT Atlantique, F-29238 Brest, France
[2] KEDGE Business Sch, Ctr Excellence Supply Chain & Transportat CESIT, Bordeaux, France
[3] Univ Tehran, Dept Elect & Comp Engn, Tehran, Iran
[4] Islamic Azad Univ, Sci & Res Branch, Civil & Architecture Fac, Construct Management & Engn, Tehran, Iran
关键词
Hub-and-spoke network design; Bi-objective optimization; Congestion; Queuing network; Machine learning; K-Means clustering method; Learning based Metaheuristics; LOCATION PROBLEM; LOGISTICS NETWORKS; MODEL; SYSTEM; QUEUE;
D O I
10.1016/j.tre.2020.102069
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper models a single allocation multi-commodity hub-and-spoke network problem through a bi-objective mathematical model, considering the congestion in both hubs and connection links. A novel aggregation model is developed based on a general GI/G/c queuing system to evaluate the congestion of the flow of the multiple products in the hubs. The proposed model is then solved using a novel learning-based metaheuristic based on NSGA-II, k-Means clustering method, and an Iterated Local Search (ILS) algorithm. The proposed model and solution algorithm are validated through a set of experiments against optimal solutions, and benchmarked against four existing well-known algorithms.
引用
收藏
页数:26
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