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Spreading Control in Two-Layer Multiplex Networks
The problem of controlling a spreading process in a two-layer multiplex networks in such a way that the extinction state becomes a global attractor is addressed. The problem is formulated in terms of a Markov-chain based susceptible-infected-susceptible (SIS) dynamics in a complex multilayer network...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597322/ https://www.ncbi.nlm.nih.gov/pubmed/33286926 http://dx.doi.org/10.3390/e22101157 |
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author | Bernal Jaquez, Roberto Alarcón Ramos, Luis Angel Schaum, Alexander |
author_facet | Bernal Jaquez, Roberto Alarcón Ramos, Luis Angel Schaum, Alexander |
author_sort | Bernal Jaquez, Roberto |
collection | PubMed |
description | The problem of controlling a spreading process in a two-layer multiplex networks in such a way that the extinction state becomes a global attractor is addressed. The problem is formulated in terms of a Markov-chain based susceptible-infected-susceptible (SIS) dynamics in a complex multilayer network. The stabilization of the extinction state for the nonlinear discrete-time model by means of appropriate adaptation of system parameters like transition rates within layers and between layers is analyzed using a dominant linear dynamics yielding global stability results. An answer is provided for the central question about the essential changes in the step from a single to a multilayer network with respect to stability criteria and the number of nodes that need to be controlled. The results derived rigorously using mathematical analysis are verified using statical evaluations about the number of nodes to be controlled and by simulation studies that illustrate the stability property of the multilayer network induced by appropriate control action. |
format | Online Article Text |
id | pubmed-7597322 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75973222020-11-09 Spreading Control in Two-Layer Multiplex Networks Bernal Jaquez, Roberto Alarcón Ramos, Luis Angel Schaum, Alexander Entropy (Basel) Article The problem of controlling a spreading process in a two-layer multiplex networks in such a way that the extinction state becomes a global attractor is addressed. The problem is formulated in terms of a Markov-chain based susceptible-infected-susceptible (SIS) dynamics in a complex multilayer network. The stabilization of the extinction state for the nonlinear discrete-time model by means of appropriate adaptation of system parameters like transition rates within layers and between layers is analyzed using a dominant linear dynamics yielding global stability results. An answer is provided for the central question about the essential changes in the step from a single to a multilayer network with respect to stability criteria and the number of nodes that need to be controlled. The results derived rigorously using mathematical analysis are verified using statical evaluations about the number of nodes to be controlled and by simulation studies that illustrate the stability property of the multilayer network induced by appropriate control action. MDPI 2020-10-15 /pmc/articles/PMC7597322/ /pubmed/33286926 http://dx.doi.org/10.3390/e22101157 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Bernal Jaquez, Roberto Alarcón Ramos, Luis Angel Schaum, Alexander Spreading Control in Two-Layer Multiplex Networks |
title | Spreading Control in Two-Layer Multiplex Networks |
title_full | Spreading Control in Two-Layer Multiplex Networks |
title_fullStr | Spreading Control in Two-Layer Multiplex Networks |
title_full_unstemmed | Spreading Control in Two-Layer Multiplex Networks |
title_short | Spreading Control in Two-Layer Multiplex Networks |
title_sort | spreading control in two-layer multiplex networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597322/ https://www.ncbi.nlm.nih.gov/pubmed/33286926 http://dx.doi.org/10.3390/e22101157 |
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