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多重网络上相互依存主体生存中的渗流转变、灾难性级联以及固-固表面生长

Percolation transitions in the survival of interdependent agents on multiplex networks, catastrophic cascades, and solid-on-solid surface growth.

作者信息

Grassberger Peter

机构信息

JSC, FZ Jülich, D-52425 Jülich, Germany and Institute for Advanced Studies in Basic Sciences, Gava Zang, Zanjan 45137-66731, Iran.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2015 Jun;91(6):062806. doi: 10.1103/PhysRevE.91.062806. Epub 2015 Jun 15.

Abstract

We present an efficient algorithm for simulating percolation transitions of mutually supporting viable clusters on multiplex networks (also known as "catastrophic cascades on interdependent networks"). This algorithm maps the problem onto a solid-on-solid-type model. We use this algorithm to study interdependent agents on duplex Erdös-Rényi (ER) networks and on lattices with dimensions 2, 3, 4, and 5. We obtain surprising results in all these cases, and we correct statements in the literature for ER networks and for two-dimensional lattices. In particular, we find that d=4 is the upper critical dimension and that the percolation transition is continuous for d≤4 but-at least for d≠3-not in the universality class of ordinary percolation. For ER networks we verify that the cluster statistics is exactly described by mean-field theory but find evidence that the cascade process is not. For d=5 we find a first-order transition as for ER networks, but we find also that small clusters have a nontrivial mass distribution that scales at the transition point. Finally, for d=2 with intermediate-range dependency links we propose a scenario that differs from that proposed in W. Li et al. [Phys. Rev. Lett. 108, 228702 (2012)].

摘要

我们提出了一种高效算法,用于模拟多重网络上相互支持的可行簇的渗流转变(也称为“相互依存网络上的灾难性级联”)。该算法将问题映射到一个固-固型模型上。我们使用此算法研究双工厄多斯-雷尼(ER)网络以及二维、三维、四维和五维晶格上的相互依存主体。在所有这些情况下,我们都得到了令人惊讶的结果,并且我们纠正了文献中关于ER网络和二维晶格的一些表述。特别是,我们发现d = 4是上临界维度,并且对于d≤4,渗流转变是连续的,但至少对于d≠3,它不在普通渗流的普适类中。对于ER网络,我们验证了簇统计可以由平均场理论精确描述,但发现有证据表明级联过程并非如此。对于d = 5,我们发现与ER网络一样存在一阶转变,但我们还发现小簇具有在转变点处按比例缩放的非平凡质量分布。最后,对于具有中间范围依赖链接的d = 2,我们提出了一种与W. Li等人[《物理评论快报》108, 228702 (2012)]所提出的情景不同的情景。

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