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巴拉巴西-阿尔伯特网络上易感-感染-易感模型的稀有区域

Rare regions of the susceptible-infected-susceptible model on Barabási-Albert networks.

作者信息

Ódor Géza

机构信息

Research Centre for Natural Sciences, Hungarian Academy of Sciences, MTA TTK MFA, P.O. Box 49, H-1525 Budapest, Hungary.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2013 Apr;87(4):042132. doi: 10.1103/PhysRevE.87.042132. Epub 2013 Apr 29.

DOI:10.1103/PhysRevE.87.042132
PMID:23679396
Abstract

I extend a previous work to susceptible-infected-susceptible (SIS) models on weighted Barabási-Albert scale-free networks. Numerical evidence is provided that phases with slow, power-law dynamics emerge as the consequence of quenched disorder and tree topologies studied previously with the contact process. I compare simulation results with spectral analysis of the networks and show that the quenched mean-field (QMF) approximation provides a reliable, relatively fast method to explore activity clustering. This suggests that QMF can be used for describing rare-region effects due to network inhomogeneities. Finite-size study of the QMF shows the expected disappearance of the epidemic threshold λ(c) in the thermodynamic limit and an inverse participation ratio ~0.25, meaning localization in case of disassortative weight scheme. Contrarily, for the multiplicative weights and the unweighted trees, this value vanishes in the thermodynamic limit, suggesting only weak rare-region effects in agreement with the dynamical simulations. Strong corrections to the mean-field behavior in case of disassortative weights explains the concave shape of the order parameter ρ(λ) at the transition point. Application of this method to other models may reveal interesting rare-region effects, Griffiths phases as the consequence of quenched topological heterogeneities.

摘要

我将之前的一项工作扩展到加权巴拉巴西-阿尔伯特无标度网络上的易感-感染-易感(SIS)模型。提供了数值证据表明,具有缓慢幂律动力学的相是淬火无序和先前用接触过程研究的树形拓扑结构的结果。我将模拟结果与网络的频谱分析进行比较,表明淬火平均场(QMF)近似提供了一种可靠且相对快速的方法来探索活动聚类。这表明QMF可用于描述由于网络不均匀性导致的稀有区域效应。对QMF的有限尺寸研究表明,在热力学极限下流行阈值λ(c)预期消失,并且逆参与率约为0.25,这意味着在异配权重方案的情况下存在局域化。相反,对于乘性权重和无权树,该值在热力学极限下消失,这表明与动力学模拟一致,仅存在弱稀有区域效应。在异配权重情况下对平均场行为的强修正解释了在转变点序参量ρ(λ)的凹形。将此方法应用于其他模型可能会揭示有趣的稀有区域效应,即由于淬火拓扑不均匀性导致的格里菲斯相。

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