基于Perron-Frobenius特征值的网络鲁棒性动态评价方法

Yin Wang, Zhiyu Huang
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引用次数: 0

摘要

近年来,网络空间已成为一个很有前途的研究课题。要解决的关键问题之一是评估网络节点的鲁棒性,即网络如何增强系统性能以及如何定量衡量其贡献,这在网络规划和安全领域都起着至关重要的作用。本文基于Perron-Frobenius定理,提出了两种测量网络鲁棒性的方法A-PFE和W-PFE。仿真结果表明,所提出的W-PFE方法能够有效地反映网络变化时的动态鲁棒性。与探索性数据分析等传统方法相比,具有计算简单、物理概念特征清晰等优点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Dynamic Network Robustness Evaluation Method in Cyberspace Based on Perron-Frobenius Eigenvalue
Cyberspace has become a promising research topic in recent years. One of the key problems to be solved is to evaluate the robustness of the networked nodes, that is, how the network enhance the system performance and how to measure the contribution quantitatively, which plays a crucial role in both network plan and security sectors. In this article, we proposed two methods to measure network robustness called A-PFE and W-PFE based on Perron-Frobenius theorem. Simulations have shown that the proposed W-PFE method can effectively reflect the dynamic network robustness when the network changes. Moreover, it has the further advantage of simple calculation and clear physical concept characteristics, comparing with traditional methods such as exploratory data analysis.
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