Network robustness and fragility: Percolation on random graphs

被引:1749
|
作者
Callaway, DS [1 ]
Newman, MEJ
Strogatz, SH
Watts, DJ
机构
[1] Cornell Univ, Dept Theoret & Appl Mech, Ithaca, NY 14853 USA
[2] Cornell Univ, Ctr Appl Math, Ithaca, NY 14853 USA
[3] Santa Fe Inst, Santa Fe, NM 87501 USA
[4] Columbia Univ, Dept Sociol, New York, NY 10027 USA
关键词
D O I
10.1103/PhysRevLett.85.5468
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Recent work on the Internet, social networks, and the power grid has addressed the resilience of these networks to either random or targeted deletion of network nodes or links. Such deletions include, for example, the failure of Internet routers or power transmission Lines. Percolation models on random graphs provide a simple representation of this process but have typically been limited to graphs with Poisson degree distribution at their vertices. Such graphs are quite unlike real-world networks, which often possess power-law or other highly skewed degree distributions. In this paper we study percolation on graphs with completely general degree distribution, giving exact solutions for a variety of cases, including site percolation, bond percolation, and models in which occupation probabilities depend on vertex degree. We discuss the application of our theory to the understanding of network resilience.
引用
收藏
页码:5468 / 5471
页数:4
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