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The central role of peripheral nodes in directed network dynamics

机译:外围节点在定向网络动力学中的核心作用

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摘要

Many social, technological, and biological systems with asymmetric interactions display a variety of collective phenomena, such as opinion formation and synchronization. This has motivated much research on the dynamical impact of local and mesoscopic structure in directed networks. However, the unique constraints imposed by the global organization of directed networks remain largely undiscussed. Here, we control the global organization of directed Erdős–Rényi networks, and study its impact on the emergence of synchronization and ferromagnetic ordering, using Kuramoto and Ising dynamics. In doing so, we demonstrate that source nodes – peripheral nodes without incoming links – can disrupt or entirely suppress the emergence of collective states in directed networks. This effect is imposed by the bow-tie organization of directed networks, where a large connected core does not uniquely ensure the emergence of collective states, as it does for undirected networks.
机译:具有不对称相互作用的许多社会,技术和生物系统显示出各种集体现象,例如观点形成和同步化。这激发了对定向网络中局部和介观结构的动力学影响的大量研究。但是,定向网络的全球组织所施加的独特限制在很大程度上尚未得到讨论。在这里,我们控制有向Erdős-Rényi网络的全球组织,并使用Kuramoto和Ising动力学研究其对同步和铁磁有序化出现的影响。通过这样做,我们证明了源节点(没有传入链接的外围节点)可以破坏或完全抑制定向网络中集体状态的出现。这种效果是由有向网络的领结组织施加的,在该组织中,大型连接核心无法像无向网络那样唯一地确保集体状态的出现。

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