Primal-dual algorithms for the Capacitated Single Allocation p-Hub Location Problem

Telmo Matos
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引用次数: 1

Abstract

The Hub Location Problems (HLP) have gathered great interest due to the complexity and to the many applications in industry such as aviation, public transportation, telecommunications, among others. The HLP have many variants regarding allocation (single or multiple) and capacity (uncapacitated or capacitated). This paper presents a variant of the HLP, encompassing single allocation with capacity constraints. The Capacitated Single Allocation p-Hub Location Problem (CSApHLP) objective consists on determine the set of p hubs in a network that minimizes the total cost of allocating all the non-hub nodes to the p hubs. In this work, it is proposed a sophisticated RAMP approach (PD-RAMP) to improve the results obtained previously by the simple version (Dual-RAMP). Thus, a parallel implementation is conducted to assess the effectiveness of a parallel RAMP model applied to the CSApHLP. The first algorithm, the sequential PD-RAMP, incorporates Dual-RAMP with a Scatter Search procedure to create a Primal-Dual RAMP approach. The second algorithm, the parallel PD-RAMP, also take advantage of the dual and primal, parallelizing the primal side of the problem and interconnecting both sides as it is expected in the RAMP sequential algorithm. The quality of the results carried out on a standard testbed shows that the PD-RAMP approach managed to improve the state-of-the-art algorithms for the CSApHLP.
有能力单分配p-Hub定位问题的原始对偶算法
枢纽定位问题(HLP)由于其复杂性和在航空、公共交通、电信等行业中的许多应用而引起了人们的极大兴趣。HLP在分配(单个或多个)和容量(无容量或有容量)方面有许多变体。本文提出了HLP的一种变体,包括具有容量约束的单个分配。有能力单分配p- hub定位问题的目标是确定网络中p个hub的集合,使将所有非hub节点分配给p个hub的总成本最小。在这项工作中,提出了一种复杂的RAMP方法(PD-RAMP)来改进之前简单版本(Dual-RAMP)获得的结果。因此,进行了并行实现,以评估应用于cssphlp的并行RAMP模型的有效性。第一种算法,顺序PD-RAMP,结合了双RAMP和散点搜索过程来创建原始双RAMP方法。第二种算法,并行PD-RAMP,也利用了对偶和原始的优势,将问题的原始侧并行化,并将两边互连,正如RAMP顺序算法所期望的那样。在标准测试台上进行的结果质量表明,PD-RAMP方法设法改进了csaflp的最先进算法。
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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CiteScore
3.30
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