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首页> 外文期刊>Parallel and Distributed Systems, IEEE Transactions on >Small Cluster in Cyber Physical Systems: Network Topology, Interdependence and Cascading Failures
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Small Cluster in Cyber Physical Systems: Network Topology, Interdependence and Cascading Failures

机译:网络物理系统中的小型集群:网络拓扑,相互依赖性和级联故障

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摘要

In cyber physical system (CPS), computational resources and physical resources are strongly correlated and mutually dependent. Cascading failures occur between coupled networks, cause the system more fragile than single network. Besides widely used metric , we study in interdependent networks after cascading failures occur. We first introduce an overview on how small clusters distribute in various single networks. Then we propose a percolation theory based mathematical method to study how small clusters be affected by the interdependence between two coupled networks. We prove that the upper bounds exist for both the fraction and the number of operating small clusters. Without loss of generality, we apply both synthetic network and real network data in simulation to study small clusters under different interdependence models and network topologies. The extensive simulations highlight our findings: except the giant component, considerable proportion of small clusters exists, with the remaining part fragmenting to very tiny pieces or even massive isolated single vertex; no matter how the two networks are tightly coupled, an upper bound exists for the size of small clusters. We also discover that the interdependent small-world networks generally have the highest fractions of operating small clusters. Three attack strategies are compared: , and . We observe that the fraction of functioning small clusters keeps stable and is independent from the attack strategies.
机译:在网络物理系统(CPS)中,计算资源和物理资源是高度相关且相互依赖的。级联故障在耦合网络之间发生,导致系统比单个网络更脆弱。除了广泛使用的度量标准外,我们还会在发生连锁故障后在相互依赖的网络中进行研究。我们首先介绍一下小型群集如何在各种单个网络中分布的概述。然后,我们提出了一种基于渗流理论的数学方法,以研究两个耦合网络之间的相互依赖性如何影响小集群。我们证明了操作小集群的分数和数量都存在上限。在不失一般性的前提下,我们在仿真中同时应用了合成网络数据和真实网络数据,以研究不同相互依赖模型和网络拓扑下的小型集群。广泛的模拟突出了我们的发现:除了巨大的组成部分以外,还存在相当大比例的小簇,其余部分破碎成非常小的碎片,甚至是巨大的孤立的单个顶点。无论两个网络如何紧密耦合,小群集的大小都存在上限。我们还发现,相互依存的小世界网络通常具有操作小型集群的最大部分。比较了三种攻击策略:和。我们观察到,运行正常的小型集群的比例保持稳定,并且与攻击策略无关。

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