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多重网络中特征丰富的核心渗流

Feature-enriched core percolation in multiplex networks.

作者信息

Shang Yilun

机构信息

Department of Computer and Information Sciences, Northumbria University, Newcastle upon Tyne NE1 8ST, United Kingdom.

出版信息

Phys Rev E. 2022 Nov;106(5-1):054314. doi: 10.1103/PhysRevE.106.054314.

Abstract

Percolation models have long served as a paradigm for unraveling the structure and resilience of complex systems comprising interconnected nodes. In many real networks, nodes are identified by not only their connections but nontopological metadata such as age and gender in social systems, geographical location in infrastructure networks, and component contents in biochemical networks. However, there is little known regarding how the nontopological features influence network structures under percolation processes. In this paper we introduce a feature-enriched core percolation framework using a generic multiplex network approach. We thereby analytically determine the corona cluster, size, and number of edges of the feature-enriched cores. We find a hybrid percolation transition combining a jump and a square root singularity at the critical points in both the network connectivity and the feature space. Integrating the degree-feature distribution with the Farlie-Gumbel-Morgenstern copula, we show the existence of continuous and discrete percolation transitions for feature-enriched cores at critical correlation levels. The inner and outer cores are found to undergo distinct phase transitions under the feature-enriched percolation, all limited by a characteristic curve of the feature distribution.

摘要

渗流模型长期以来一直是揭示由相互连接的节点组成的复杂系统的结构和弹性的范例。在许多实际网络中,节点不仅由它们的连接来识别,还由非拓扑元数据来识别,如社会系统中的年龄和性别、基础设施网络中的地理位置以及生化网络中的成分含量。然而,关于非拓扑特征在渗流过程中如何影响网络结构,人们知之甚少。在本文中,我们使用通用的多重网络方法引入了一个特征丰富的核心渗流框架。由此,我们通过分析确定了特征丰富的核心的日冕簇、大小和边数。我们发现在网络连通性和特征空间的临界点处,存在一个结合跳跃和平方根奇异性的混合渗流转变。通过将度-特征分布与法利-冈贝尔-摩根斯坦Copula函数相结合,我们表明在临界相关水平下,特征丰富的核心存在连续和离散的渗流转变。发现在特征丰富的渗流过程中,内核和外核经历不同的相变,所有这些相变都受特征分布的特征曲线限制。

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