Enhancing network robustness via shielding

Jianan Zhang, E. Modiano, David Hay
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引用次数: 7

Abstract

We consider shielding critical links to guarantee network connectivity under geographical and general failure models. We develop a mixed integer linear program (MILP) to obtain the minimum cost shielding to guarantee the connectivity of a single SD pair under a general failure model, and exploit geometric properties to decompose the shielding problem under a geographical failure model. We extend our MILP formulation to guarantee the connectivity of the entire network, and use Benders decomposition to significantly reduce the running time by exploiting its partial separable structure. We also apply simulated annealing to solve larger network problems to obtain near-optimal solutions in much shorter time. Finally, we extend the algorithms to guarantee partial network connectivity, and observe significant reduction in shielding cost, especially when the failure region is small. For example, when the failure region radius is 60 miles, we observe as much as 75% reduction in shielding cost by relaxing the connectivity requirement to 95% on a major US infrastructure network.
通过屏蔽增强网络健壮性
我们考虑屏蔽关键链路以保证地理和一般故障模型下的网络连通性。本文提出了一种混合整数线性规划(MILP),以获得在一般失效模型下保证单SD对连通性的最小屏蔽代价,并利用几何性质对地理失效模型下的屏蔽问题进行分解。我们扩展了我们的MILP公式来保证整个网络的连通性,并使用Benders分解来利用其部分可分结构来显著减少运行时间。我们也应用模拟退火来解决更大的网络问题,以在更短的时间内获得接近最优的解。最后,我们将算法扩展到保证部分网络连通性,并观察到屏蔽成本显著降低,特别是在故障区域较小的情况下。例如,当故障区域半径为60英里时,通过将美国主要基础设施网络的连接要求降低到95%,我们观察到屏蔽成本降低了75%。
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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