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Minimum energy control for complex networks

The aim of this paper is to shed light on the problem of controlling a complex network with minimal control energy. We show first that the control energy depends on the time constant of the modes of the network, and that the closer the eigenvalues are to the imaginary axis of the complex plane, the...

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Detalles Bibliográficos
Autores principales: Lindmark, Gustav, Altafini, Claudio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5816648/
https://www.ncbi.nlm.nih.gov/pubmed/29453421
http://dx.doi.org/10.1038/s41598-018-21398-7
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author Lindmark, Gustav
Altafini, Claudio
author_facet Lindmark, Gustav
Altafini, Claudio
author_sort Lindmark, Gustav
collection PubMed
description The aim of this paper is to shed light on the problem of controlling a complex network with minimal control energy. We show first that the control energy depends on the time constant of the modes of the network, and that the closer the eigenvalues are to the imaginary axis of the complex plane, the less energy is required for complete controllability. In the limit case of networks having all purely imaginary eigenvalues (e.g. networks of coupled harmonic oscillators), several constructive algorithms for minimum control energy driver node selection are developed. A general heuristic principle valid for any directed network is also proposed: the overall cost of controlling a network is reduced when the controls are concentrated on the nodes with highest ratio of weighted outdegree vs indegree.
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spelling pubmed-58166482018-02-21 Minimum energy control for complex networks Lindmark, Gustav Altafini, Claudio Sci Rep Article The aim of this paper is to shed light on the problem of controlling a complex network with minimal control energy. We show first that the control energy depends on the time constant of the modes of the network, and that the closer the eigenvalues are to the imaginary axis of the complex plane, the less energy is required for complete controllability. In the limit case of networks having all purely imaginary eigenvalues (e.g. networks of coupled harmonic oscillators), several constructive algorithms for minimum control energy driver node selection are developed. A general heuristic principle valid for any directed network is also proposed: the overall cost of controlling a network is reduced when the controls are concentrated on the nodes with highest ratio of weighted outdegree vs indegree. Nature Publishing Group UK 2018-02-16 /pmc/articles/PMC5816648/ /pubmed/29453421 http://dx.doi.org/10.1038/s41598-018-21398-7 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Lindmark, Gustav
Altafini, Claudio
Minimum energy control for complex networks
title Minimum energy control for complex networks
title_full Minimum energy control for complex networks
title_fullStr Minimum energy control for complex networks
title_full_unstemmed Minimum energy control for complex networks
title_short Minimum energy control for complex networks
title_sort minimum energy control for complex networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5816648/
https://www.ncbi.nlm.nih.gov/pubmed/29453421
http://dx.doi.org/10.1038/s41598-018-21398-7
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