Network design with vulnerability constraints and probabilistic edge reliability

IF 1.6 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Networks Pub Date : 2024-04-27 DOI:10.1002/net.22222
Okan Arslan, Gilbert Laporte
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Abstract

The network design problem with vulnerability constraints and probabilistic edge reliability (NDPVC‐PER) is an extension of the NDPVC obtained by additionally considering edge reliability. We consider the design of a telecommunication network in which every origin‐destination pair is connected by a hop‐constrained primal path, and by a hop‐constrained backup path when certain edges in the network fail. The edge failures occur with respect to their reliability, and the network is designed by considering a minimum reliability level. Therefore, a hop‐constrained backup path must be built by considering all simultaneous edge failures that have a certain probability of realization. While there exist models to solve the NDPVC without enumerating all edge subsets, edge reliability cannot be dealt with by applying the techniques applied to the NDPVC. Therefore, we develop models based on a new concept of resilient length‐bounded cuts, and solve the NDPVC‐PER without edge set enumerations. We perform extensive testing of the model to determine the best performing settings, and demonstrate the computational efficiency of the developed model. Our findings on these instances show that, in the dataset considered in this study, increasing the reliability level from 90% to 95% increases the average cost only by 12.4%, while increasing it from 95% to 99% level yields a cost increase of 93.9%.
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具有脆弱性约束和概率边缘可靠性的网络设计
具有脆弱性约束和概率边缘可靠性的网络设计问题(NDPVC-PER)是通过额外考虑边缘可靠性而得到的 NDPVC 的扩展。我们考虑的是电信网络的设计问题,在该网络中,每一对出发地-目的地都由一条跳数受限的原始路径连接,当网络中的某些边缘失效时,则由一条跳数受限的备份路径连接。边缘故障的发生与可靠性有关,网络的设计考虑了最低可靠性水平。因此,必须考虑所有同时发生的、具有一定实现概率的边缘故障,才能建立跳数受限的备份路径。虽然存在无需枚举所有边缘子集就能求解 NDPVC 的模型,但应用 NDPVC 的技术无法处理边缘可靠性问题。因此,我们开发了基于有弹性长度限制切割新概念的模型,并在不枚举边集的情况下求解 NDPVC-PER。我们对模型进行了大量测试,以确定性能最佳的设置,并证明了所开发模型的计算效率。我们对这些实例的研究结果表明,在本研究考虑的数据集中,将可靠性水平从 90% 提高到 95%,平均成本仅增加 12.4%,而将可靠性水平从 95% 提高到 99%,成本增加 93.9%。
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来源期刊
Networks
Networks 工程技术-计算机:硬件
CiteScore
4.40
自引率
9.50%
发文量
46
审稿时长
12 months
期刊介绍: Network problems are pervasive in our modern technological society, as witnessed by our reliance on physical networks that provide power, communication, and transportation. As well, a number of processes can be modeled using logical networks, as in the scheduling of interdependent tasks, the dating of archaeological artifacts, or the compilation of subroutines comprising a large computer program. Networks provide a common framework for posing and studying problems that often have wider applicability than their originating context. The goal of this journal is to provide a central forum for the distribution of timely information about network problems, their design and mathematical analysis, as well as efficient algorithms for carrying out optimization on networks. The nonstandard modeling of diverse processes using networks and network concepts is also of interest. Consequently, the disciplines that are useful in studying networks are varied, including applied mathematics, operations research, computer science, discrete mathematics, and economics. Networks publishes material on the analytic modeling of problems using networks, the mathematical analysis of network problems, the design of computationally efficient network algorithms, and innovative case studies of successful network applications. We do not typically publish works that fall in the realm of pure graph theory (without significant algorithmic and modeling contributions) or papers that deal with engineering aspects of network design. Since the audience for this journal is then necessarily broad, articles that impact multiple application areas or that creatively use new or existing methodologies are especially appropriate. We seek to publish original, well-written research papers that make a substantive contribution to the knowledge base. In addition, tutorial and survey articles are welcomed. All manuscripts are carefully refereed.
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