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多层网络的控制

Control of Multilayer Networks.

作者信息

Menichetti Giulia, Dall'Asta Luca, Bianconi Ginestra

机构信息

Department of Physics and Astronomy and INFN Sez. Bologna, Bologna University, Viale B. Pichat 6/2 40127 Bologna, Italy.

Department of Applied Science and Technology, DISAT, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Torino, Italy.

出版信息

Sci Rep. 2016 Feb 12;6:20706. doi: 10.1038/srep20706.

Abstract

The controllability of a network is a theoretical problem of relevance in a variety of contexts ranging from financial markets to the brain. Until now, network controllability has been characterized only on isolated networks, while the vast majority of complex systems are formed by multilayer networks. Here we build a theoretical framework for the linear controllability of multilayer networks by mapping the problem into a combinatorial matching problem. We found that correlating the external signals in the different layers can significantly reduce the multiplex network robustness to node removal, as it can be seen in conjunction with a hybrid phase transition occurring in interacting Poisson networks. Moreover we observe that multilayer networks can stabilize the fully controllable multiplex network configuration that can be stable also when the full controllability of the single network is not stable.

摘要

网络的可控性是一个在从金融市场到大脑等各种背景下都具有相关性的理论问题。到目前为止,网络可控性仅在孤立网络上进行了表征,而绝大多数复杂系统是由多层网络构成的。在此,我们通过将该问题映射为一个组合匹配问题,构建了一个关于多层网络线性可控性的理论框架。我们发现,关联不同层中的外部信号可显著降低多层网络对节点移除的鲁棒性,这可以结合相互作用的泊松网络中发生的混合相变来看。此外,我们观察到多层网络可以稳定完全可控的多层网络配置,即使单个网络的完全可控性不稳定时,该配置也可能是稳定的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1a2b/4751610/66fc559b2e51/srep20706-f1.jpg

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