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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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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. |
format | Online Article Text |
id | pubmed-5816648 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT lindmarkgustav minimumenergycontrolforcomplexnetworks AT altafiniclaudio minimumenergycontrolforcomplexnetworks |