Depth Penetration and Scope Extension of Failures in the Cascading of Multilayer Networks

Real-world complex systems always interact with each other, which causes these systems to collapse in an avalanche or cascading manner in the case of random failures or malicious attacks. The robustness of multilayer networks has attracted great interest, where the modeling and theoretical studies o...

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Main Authors: Wen-Jun Jiang, Run-Ran Liu, Chun-Xiao Jia
Format: Article
Language:English
Published: Wiley 2020-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2020/3578736
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author Wen-Jun Jiang
Run-Ran Liu
Chun-Xiao Jia
author_facet Wen-Jun Jiang
Run-Ran Liu
Chun-Xiao Jia
author_sort Wen-Jun Jiang
collection DOAJ
description Real-world complex systems always interact with each other, which causes these systems to collapse in an avalanche or cascading manner in the case of random failures or malicious attacks. The robustness of multilayer networks has attracted great interest, where the modeling and theoretical studies of which always rely on the concept of multilayer networks and percolation methods. A straightforward and tacit assumption is that the interdependence across network layers is strong, which means that a node will fail entirely with the removal of all links if one of its interdependent nodes in other network layers fails. However, this oversimplification cannot describe the general form of interactions across the network layers in a real-world multilayer system. In this paper, we reveal the nature of the avalanche disintegration of general multilayer networks with arbitrary interdependency strength across network layers. Specifically, we identify that the avalanche process of the whole system can essentially be decomposed into two microscopic cascading dynamics in terms of the propagation direction of the failures: depth penetration and scope extension. In the process of depth penetration, the failures propagate from layer to layer, where the greater the number of failed nodes is, the greater is the destructive power that will emerge in an interdependency group. In the process of scope extension, failures propagate with the removal of connections in each network layer. Under the synergy of the two processes, we find that the percolation transition of the system can be discontinuous or continuous with changes in the interdependency strength across network layers, which means that a sudden system-wide collapse can be avoided by controlling the interdependency strength across network layers. Our work not only reveals the microscopic mechanism of global collapse in multilayer infrastructure systems but also provides stimulating ideas on intervention programs and approaches for cascade failures.
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spelling doaj-art-d5482ba896474edaacd1102f369d2b392025-02-03T01:01:30ZengWileyComplexity1076-27871099-05262020-01-01202010.1155/2020/35787363578736Depth Penetration and Scope Extension of Failures in the Cascading of Multilayer NetworksWen-Jun Jiang0Run-Ran Liu1Chun-Xiao Jia2Research Center for Complexity Sciences, Hangzhou Normal University, Hangzhou, Zhejiang 311121, ChinaResearch Center for Complexity Sciences, Hangzhou Normal University, Hangzhou, Zhejiang 311121, ChinaResearch Center for Complexity Sciences, Hangzhou Normal University, Hangzhou, Zhejiang 311121, ChinaReal-world complex systems always interact with each other, which causes these systems to collapse in an avalanche or cascading manner in the case of random failures or malicious attacks. The robustness of multilayer networks has attracted great interest, where the modeling and theoretical studies of which always rely on the concept of multilayer networks and percolation methods. A straightforward and tacit assumption is that the interdependence across network layers is strong, which means that a node will fail entirely with the removal of all links if one of its interdependent nodes in other network layers fails. However, this oversimplification cannot describe the general form of interactions across the network layers in a real-world multilayer system. In this paper, we reveal the nature of the avalanche disintegration of general multilayer networks with arbitrary interdependency strength across network layers. Specifically, we identify that the avalanche process of the whole system can essentially be decomposed into two microscopic cascading dynamics in terms of the propagation direction of the failures: depth penetration and scope extension. In the process of depth penetration, the failures propagate from layer to layer, where the greater the number of failed nodes is, the greater is the destructive power that will emerge in an interdependency group. In the process of scope extension, failures propagate with the removal of connections in each network layer. Under the synergy of the two processes, we find that the percolation transition of the system can be discontinuous or continuous with changes in the interdependency strength across network layers, which means that a sudden system-wide collapse can be avoided by controlling the interdependency strength across network layers. Our work not only reveals the microscopic mechanism of global collapse in multilayer infrastructure systems but also provides stimulating ideas on intervention programs and approaches for cascade failures.http://dx.doi.org/10.1155/2020/3578736
spellingShingle Wen-Jun Jiang
Run-Ran Liu
Chun-Xiao Jia
Depth Penetration and Scope Extension of Failures in the Cascading of Multilayer Networks
Complexity
title Depth Penetration and Scope Extension of Failures in the Cascading of Multilayer Networks
title_full Depth Penetration and Scope Extension of Failures in the Cascading of Multilayer Networks
title_fullStr Depth Penetration and Scope Extension of Failures in the Cascading of Multilayer Networks
title_full_unstemmed Depth Penetration and Scope Extension of Failures in the Cascading of Multilayer Networks
title_short Depth Penetration and Scope Extension of Failures in the Cascading of Multilayer Networks
title_sort depth penetration and scope extension of failures in the cascading of multilayer networks
url http://dx.doi.org/10.1155/2020/3578736
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AT runranliu depthpenetrationandscopeextensionoffailuresinthecascadingofmultilayernetworks
AT chunxiaojia depthpenetrationandscopeextensionoffailuresinthecascadingofmultilayernetworks