Network Sovereignty: A Novel Metric and Its Application on Network Design

IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Transactions on Reliability Pub Date : 2024-08-13 DOI:10.1109/TR.2024.3434560
Shakthivelu Janardhanan;Maria Samonaki;Poul Einar Heegaard;Wolfgang Kellerer;Carmen Mas-Machuca
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Abstract

Most network planning problems in the literature consider metrics, such as cost, availability, and other technology-aware attributes. However, network operators now face new challenges in designing their networks to minimize their dependencies on manufacturers. A low dependency is associated with higher network robustness in case one or more manufacturers fail due to erroneous component design, geopolitical banning of manufacturers, or other reasons discussed in this work. Our work discusses network sovereignty, i.e., the ability to operate a network while minimizing the dependencies on a particular manufacturer to minimize the impact of simultaneous manufacturer failure(s). Network sovereignty is considered by solving the manufacturer assignment problem in the network such that robustness is maximized. The following three main contributions of this work are, first, the discussion of network sovereignty as a special attribute of dependability, second, the introduction of a novel metric—the path set diversity (PSD) score to measure a network's sovereignty based on the manufacturers used in the network, and, third, the introduction of Naga, an integer linear program formulation to maximize network sovereignty using the PSD score. We compare the Naga’s performance with centrality metrics-based heuristics and an availability-based optimization. Our work aims to be the foundation to guide network operators in increasing their network sovereignty.
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网络主权:一种新的衡量标准及其在网络设计中的应用
文献中的大多数网络规划问题都考虑了度量,例如成本、可用性和其他技术相关属性。然而,网络运营商在设计网络以减少对制造商的依赖方面面临着新的挑战。如果一个或多个制造商由于错误的组件设计、制造商的地缘政治禁令或本工作中讨论的其他原因而失败,则低依赖性与更高的网络鲁棒性相关。我们的工作讨论了网络主权,即运营网络的能力,同时最大限度地减少对特定制造商的依赖,以最大限度地减少同时制造商故障的影响。通过解决网络中的制造商分配问题来考虑网络主权,使鲁棒性最大化。这项工作的以下三个主要贡献是:首先,将网络主权作为一种特殊的可靠性属性进行了讨论;其次,引入了一种新的指标——路径集多样性(PSD)分数,以基于网络中使用的制造商来衡量网络的主权;第三,引入了Naga,一种使用PSD分数最大化网络主权的整数线性规划公式。我们将Naga的性能与基于中心性指标的启发式方法和基于可用性的优化方法进行比较。我们的工作旨在成为指导网络运营商增强网络主权的基础。
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来源期刊
IEEE Transactions on Reliability
IEEE Transactions on Reliability 工程技术-工程:电子与电气
CiteScore
12.20
自引率
8.50%
发文量
153
审稿时长
7.5 months
期刊介绍: IEEE Transactions on Reliability is a refereed journal for the reliability and allied disciplines including, but not limited to, maintainability, physics of failure, life testing, prognostics, design and manufacture for reliability, reliability for systems of systems, network availability, mission success, warranty, safety, and various measures of effectiveness. Topics eligible for publication range from hardware to software, from materials to systems, from consumer and industrial devices to manufacturing plants, from individual items to networks, from techniques for making things better to ways of predicting and measuring behavior in the field. As an engineering subject that supports new and existing technologies, we constantly expand into new areas of the assurance sciences.
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