Ring hierarchical hub network design problem: Exact and heuristic solution methods

IF 2.1 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Alireza Eydi , Amir Khaleghi , Khaled Barzegar
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引用次数: 2

Abstract

In this paper, we study the hierarchical hub network design problem with a ring-star-star structure. In this problem, the hubs are located in two layers. In the first layer, central hubs (main hubs) are located in a ring structure, and in the second layer, secondary hubs are located. Each secondary hub is allocated to a central hub. Other demand points can also be allocated to each of these hubs (central hubs or secondary hubs). The objective is to minimize transportation costs on the network. This problem applies to communication networks when establishing direct links between demand nodes is not cost-effective, and there are two levels of service for customers. Also, the ring structure is used to reduce costs associated with full communication between central hubs. We present a mixed-integer programming model for the problem and report the results of the problem solving for a numerical example on the CAB dataset. Also, we present three solution methods for the problem. First, by exploiting the decomposable structure of the proposed model, we introduce an accelerated Benders decomposition algorithm. Then, we present a hybrid genetic algorithm that uses the Dijkstra algorithm to evaluate solutions. Next, we present a hybrid variable neighborhood search algorithm that uses the Dijkstra algorithm to calculate the cost of each solution. Also, a relax-and-fix algorithm is proposed to find near-optimal feasible solutions for the problem. Computational results are presented on the USA423 dataset. The results show that the proposed relax-and-fix algorithm can solve instances with up to 100 nodes. Also, the proposed hybrid algorithms can solve instances with up to 423 nodes. The performance of the proposed hybrid variable neighborhood search is better than the proposed hybrid genetic algorithm in solving large-sized instances.

环形分层枢纽网络设计问题:精确和启发式解决方法
本文研究了具有环状星形结构的分层枢纽网络设计问题。在这个问题中,集线器位于两层。在第一层,中心集线器(主集线器)位于环形结构中,在第二层,次要集线器位于。每个辅助集线器分配给一个中心集线器。其他需求点也可以分配给这些集线器(中心集线器或辅助集线器)。目标是使网络上的运输成本最小化。这个问题适用于在需求节点之间建立直接链接的成本效益不高,并且为客户提供两级服务的通信网络。此外,环形结构用于降低与中心集线器之间的完全通信相关的成本。我们提出了该问题的混合整数规划模型,并报告了在CAB数据集上的一个数值示例的问题求解结果。并提出了三种解决方法。首先,利用该模型的可分解结构,引入了一种加速的Benders分解算法。然后,我们提出了一种混合遗传算法,该算法使用Dijkstra算法来评估解。接下来,我们提出了一种混合变量邻域搜索算法,该算法使用Dijkstra算法来计算每个解的代价。同时,提出了一种松弛修复算法来寻找问题的近最优可行解。在USA423数据集上给出了计算结果。结果表明,所提出的松弛修复算法可以求解多达100个节点的实例。此外,所提出的混合算法可以解决多达423个节点的实例。本文提出的混合变量邻域搜索算法在求解大型实例时的性能优于混合遗传算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.60
自引率
0.00%
发文量
24
审稿时长
129 days
期刊介绍: The EURO Journal on Transportation and Logistics promotes the use of mathematics in general, and operations research in particular, in the context of transportation and logistics. It is a forum for the presentation of original mathematical models, methodologies and computational results, focussing on advanced applications in transportation and logistics. The journal publishes two types of document: (i) research articles and (ii) tutorials. A research article presents original methodological contributions to the field (e.g. new mathematical models, new algorithms, new simulation techniques). A tutorial provides an introduction to an advanced topic, designed to ease the use of the relevant methodology by researchers and practitioners.
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