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Error and attack tolerance of complex real networks.

机译:复杂的真实网络的错误和攻击容忍度。

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摘要

Real networks are often subjected to failures and attacks. Real networks are found to be robust to errors and vulnerable to attacks. This behavior of real networks is attributed to their non-homogeneous degree distribution. Non-homogenous networks are also known as scale free networks. Real networks along with the scale free property show high modularity.; Many network models have been proposed to model real networks. Erdos-Renyi Random network model is the first attempt, but fails to incorporate both properties - scale free as well as the high modularity of the real networks. Small world model shows high clustering but lacks non-homogeneous distribution. The scale free network model has non-homogeneous degree distribution but lacks the modularity. In 2002, Ravasz and Barabasi proposed a Hierarchical Network model that combines non-homogeneous degree distribution as well as high modularity showed by real networks.; The objective of this research is to study the error and attack tolerance of different network models. The static as well as dynamic tolerances of attacks are analyzed. The effect of an attack on the network model is quantified by considering the dynamic flows of quantities and using the impact factors. The results of the study show that though the scale free as well as the hierarchical models are vulnerable to attacks, the performance can be highly secured by protecting some key nodes.
机译:真实网络经常遭受故障和攻击。发现实际网络对错误具有鲁棒性,并且容易受到攻击。真实网络的这种行为归因于它们的非均匀度分布。非同类网络也称为无标度网络。真实网络以及无标度属性显示出高度的模块化。已经提出了许多网络模型来对真实网络进行建模。 Erdos-Renyi随机网络模型是首次尝试,但是未能兼顾这两个属性-无标度以及真实网络的高度模块化。小世界模型显示高聚类,但缺乏非均匀分布。无标度网络模型具有不均匀的度分布,但缺乏模块化。在2002年,Ravasz和Barabasi提出了一个Hierarchical Network模型,该模型结合了非均匀度分布以及真实网络显示的高度模块化。这项研究的目的是研究不同网络模型的错误和攻击容忍度。分析了攻击的静态和动态容忍度。通过考虑数量的动态流并使用影响因子来量化攻击对网络模型的影响。研究结果表明,尽管无标度以及分层模型都容易受到攻击,但可以通过保护一些关键节点来高度保证性能。

著录项

  • 作者

    Salla, Vamsi.;

  • 作者单位

    West Virginia University.;

  • 授予单位 West Virginia University.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 M.S.E.E.
  • 年度 2005
  • 页码 90 p.
  • 总页数 90
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 无线电电子学、电信技术;
  • 关键词

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