Greedy control of cascading failures in interdependent networks
Abstract Complex systems are challenging to control because the system responds to the controller in a nonlinear fashion, often incorporating feedback mechanisms. Interdependence of systems poses additional difficulties, as cross-system connections enable malicious activity to spread between layers,...
Guardado en:
Autores principales: | , |
---|---|
Formato: | article |
Lenguaje: | EN |
Publicado: |
Nature Portfolio
2021
|
Materias: | |
Acceso en línea: | https://doaj.org/article/86b6c71518eb4673b02bea0a70de3fd7 |
Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
id |
oai:doaj.org-article:86b6c71518eb4673b02bea0a70de3fd7 |
---|---|
record_format |
dspace |
spelling |
oai:doaj.org-article:86b6c71518eb4673b02bea0a70de3fd72021-12-02T14:26:48ZGreedy control of cascading failures in interdependent networks10.1038/s41598-021-82843-82045-2322https://doaj.org/article/86b6c71518eb4673b02bea0a70de3fd72021-02-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-82843-8https://doaj.org/toc/2045-2322Abstract Complex systems are challenging to control because the system responds to the controller in a nonlinear fashion, often incorporating feedback mechanisms. Interdependence of systems poses additional difficulties, as cross-system connections enable malicious activity to spread between layers, increasing systemic risk. In this paper we explore the conditions for an optimal control of cascading failures in a system of interdependent networks. Specifically, we study the Bak–Tang–Wiesenfeld sandpile model incorporating a control mechanism, which affects the frequency of cascades occurring in individual layers. This modification allows us to explore sandpile-like dynamics near the critical state, with supercritical region corresponding to infrequent large cascades and subcritical zone being characterized by frequent small avalanches. Topological coupling between networks introduces dependence of control settings adopted in respective layers, causing the control strategy of a given layer to be influenced by choices made in other connected networks. We find that the optimal control strategy for a layer operating in a supercritical regime is to be coupled to a layer operating in a subcritical zone, since such condition corresponds to reduced probability of inflicted avalanches. However this condition describes a parasitic relation, in which only one layer benefits. Second optimal configuration is a mutualistic one, where both layers adopt the same control strategy. Our results provide valuable insights into dynamics of cascading failures and and its control in interdependent complex systems.Malgorzata TuralskaAnanthram SwamiNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-10 (2021) |
institution |
DOAJ |
collection |
DOAJ |
language |
EN |
topic |
Medicine R Science Q |
spellingShingle |
Medicine R Science Q Malgorzata Turalska Ananthram Swami Greedy control of cascading failures in interdependent networks |
description |
Abstract Complex systems are challenging to control because the system responds to the controller in a nonlinear fashion, often incorporating feedback mechanisms. Interdependence of systems poses additional difficulties, as cross-system connections enable malicious activity to spread between layers, increasing systemic risk. In this paper we explore the conditions for an optimal control of cascading failures in a system of interdependent networks. Specifically, we study the Bak–Tang–Wiesenfeld sandpile model incorporating a control mechanism, which affects the frequency of cascades occurring in individual layers. This modification allows us to explore sandpile-like dynamics near the critical state, with supercritical region corresponding to infrequent large cascades and subcritical zone being characterized by frequent small avalanches. Topological coupling between networks introduces dependence of control settings adopted in respective layers, causing the control strategy of a given layer to be influenced by choices made in other connected networks. We find that the optimal control strategy for a layer operating in a supercritical regime is to be coupled to a layer operating in a subcritical zone, since such condition corresponds to reduced probability of inflicted avalanches. However this condition describes a parasitic relation, in which only one layer benefits. Second optimal configuration is a mutualistic one, where both layers adopt the same control strategy. Our results provide valuable insights into dynamics of cascading failures and and its control in interdependent complex systems. |
format |
article |
author |
Malgorzata Turalska Ananthram Swami |
author_facet |
Malgorzata Turalska Ananthram Swami |
author_sort |
Malgorzata Turalska |
title |
Greedy control of cascading failures in interdependent networks |
title_short |
Greedy control of cascading failures in interdependent networks |
title_full |
Greedy control of cascading failures in interdependent networks |
title_fullStr |
Greedy control of cascading failures in interdependent networks |
title_full_unstemmed |
Greedy control of cascading failures in interdependent networks |
title_sort |
greedy control of cascading failures in interdependent networks |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/86b6c71518eb4673b02bea0a70de3fd7 |
work_keys_str_mv |
AT malgorzataturalska greedycontrolofcascadingfailuresininterdependentnetworks AT ananthramswami greedycontrolofcascadingfailuresininterdependentnetworks |
_version_ |
1718391322558070784 |