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网络链路权重结构中的相变

Phase transition in the link weight structure of networks.

作者信息

Van Mieghem Piet, Magdalena Serena M

机构信息

Delft University of Technology, P.O. Box 5031, 2600 GA Delft, The Netherlands.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2005 Nov;72(5 Pt 2):056138. doi: 10.1103/PhysRevE.72.056138. Epub 2005 Nov 30.

Abstract

When transport in networks follows the shortest paths, the link weights are shown to play a crucial role. If the underlying topology with nodes N is not changed and if the link weights are independent from each other, then we show that, by tuning the link weights, a phase transition occurs around a critical extreme value index alphac of the link weight distribution alpha<alphac. If the extreme value index of the link weight distribution , transport in the network traverses many links whereas for , all transport flows over a critical backbone consisting of N-1 links. For connected Erdös-Rényi random graphs Gp(N) and square lattices, we have characterised the phase transition and found that alphac approximately =bN(-beta) with betaGp(N) and betalattice approximately = 0.62.

摘要

当网络中的传输遵循最短路径时,链路权重被证明起着关键作用。如果具有节点N的基础拓扑不变,并且链路权重相互独立,那么我们表明,通过调整链路权重,在链路权重分布α < αc的临界极值指数αc附近会发生相变。如果链路权重分布的极值指数 ,网络中的传输会经过许多链路,而对于 ,所有传输都通过由N - 1条链路组成的关键骨干。对于连通的厄多斯 - 雷尼随机图Gp(N)和方格,我们已经对相变进行了表征,并且发现αc近似等于bN(-β),其中βGp(N)且β方格近似等于0.62。

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