Saumell-Mendiola Anna, Serrano M Ángeles, Boguñá Marián
Departament de Física Fonamental, Universitat de Barcelona, Barcelona, Spain.
Phys Rev E Stat Nonlin Soft Matter Phys. 2012 Aug;86(2 Pt 2):026106. doi: 10.1103/PhysRevE.86.026106. Epub 2012 Aug 10.
Many real networks are not isolated from each other but form networks of networks, often interrelated in nontrivial ways. Here, we analyze an epidemic spreading process taking place on top of two interconnected complex networks. We develop a heterogeneous mean-field approach that allows us to calculate the conditions for the emergence of an endemic state. Interestingly, a global endemic state may arise in the coupled system even though the epidemics is not able to propagate on each network separately and even when the number of coupling connections is small. Our analytic results are successfully confronted against large-scale numerical simulations.
许多真实网络并非相互孤立,而是形成网络的网络,它们之间常常以复杂的方式相互关联。在此,我们分析了在两个相互连接的复杂网络之上发生的流行病传播过程。我们开发了一种非均匀平均场方法,该方法使我们能够计算地方病状态出现的条件。有趣的是,即使流行病无法在每个网络上单独传播,甚至当耦合连接的数量很少时,耦合系统中也可能出现全局地方病状态。我们的分析结果与大规模数值模拟结果成功吻合。