Valdez L D, Macri P A, Stanley H E, Braunstein L A
Instituto de Investigaciones Físicas de Mar del Plata (IFIMAR), Departamento de Física, Facultad de Ciencias Exactas y Naturales, Universidad Nacional de Mar del Plata, CONICET, Funes 3350, (7600) Mar del Plata, Argentina.
Center for Polymer Studies, Boston University, Boston, Massachusetts 02215, USA.
Phys Rev E Stat Nonlin Soft Matter Phys. 2013 Nov;88(5):050803. doi: 10.1103/PhysRevE.88.050803. Epub 2013 Nov 15.
Many real-world networks depend on other networks, often in nontrivial ways, to maintain their functionality. These interdependent "networks of networks" are often extremely fragile. When a fraction 1-p of nodes in one network randomly fails, the damage propagates to nodes in networks that are interdependent and a dynamic failure cascade occurs that affects the entire system. We present dynamic equations for two interdependent networks that allow us to reproduce the failure cascade for an arbitrary pattern of interdependency. We study the "rich club" effect found in many real interdependent network systems in which the high-degree nodes are extremely interdependent, correlating a fraction α of the higher-degree nodes on each network. We find a rich phase diagram in the plane p-α, with a triple point reminiscent of the triple point of liquids that separates a nonfunctional phase from two functional phases.
许多现实世界的网络常常以复杂的方式依赖于其他网络来维持其功能。这些相互依存的“网络之网络”往往极其脆弱。当一个网络中1 - p比例的节点随机失效时,损害会传播到相互依存网络中的节点,进而发生动态故障级联,影响整个系统。我们给出了两个相互依存网络的动态方程,这使我们能够针对任意相互依存模式重现故障级联。我们研究了许多实际相互依存网络系统中发现的“富俱乐部”效应,即在这些系统中,高度节点之间相互依存程度极高,每个网络中较高度数节点的比例α存在相关性。我们在平面p - α中发现了一个丰富的相图,其三相点让人联想到液体的三相点,该三相点将一个非功能相和两个功能相分隔开来。