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Controllability of complex networks with unilateral inputs
In this paper, we study the problem of controlling complex networks with unilateral controls, i.e., controls which can assume only positive or negative values, not both. Given a complex network represented by the adjacency matrix A, an algorithm is developed that constructs an input matrix B such th...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5432006/ https://www.ncbi.nlm.nih.gov/pubmed/28500342 http://dx.doi.org/10.1038/s41598-017-01846-6 |
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author | Lindmark, Gustav Altafini, Claudio |
author_facet | Lindmark, Gustav Altafini, Claudio |
author_sort | Lindmark, Gustav |
collection | PubMed |
description | In this paper, we study the problem of controlling complex networks with unilateral controls, i.e., controls which can assume only positive or negative values, not both. Given a complex network represented by the adjacency matrix A, an algorithm is developed that constructs an input matrix B such that the resulting system (A, B) is controllable with a near minimal number of unilateral control inputs. This is made possible by a reformulation of classical conditions for controllability that casts the minimal unilateral input selection problem into well known optimization problems. We identify network properties that make unilateral controllability relatively easy to achieve as compared to unrestricted controllability. The analysis of the network topology for instance allows us to establish theoretical bounds on the minimal number of controls required. For various categories of random networks as well as for a number of real-world networks these lower bounds are often achieved by our heuristics. |
format | Online Article Text |
id | pubmed-5432006 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-54320062017-05-16 Controllability of complex networks with unilateral inputs Lindmark, Gustav Altafini, Claudio Sci Rep Article In this paper, we study the problem of controlling complex networks with unilateral controls, i.e., controls which can assume only positive or negative values, not both. Given a complex network represented by the adjacency matrix A, an algorithm is developed that constructs an input matrix B such that the resulting system (A, B) is controllable with a near minimal number of unilateral control inputs. This is made possible by a reformulation of classical conditions for controllability that casts the minimal unilateral input selection problem into well known optimization problems. We identify network properties that make unilateral controllability relatively easy to achieve as compared to unrestricted controllability. The analysis of the network topology for instance allows us to establish theoretical bounds on the minimal number of controls required. For various categories of random networks as well as for a number of real-world networks these lower bounds are often achieved by our heuristics. Nature Publishing Group UK 2017-05-12 /pmc/articles/PMC5432006/ /pubmed/28500342 http://dx.doi.org/10.1038/s41598-017-01846-6 Text en © The Author(s) 2017 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 Controllability of complex networks with unilateral inputs |
title | Controllability of complex networks with unilateral inputs |
title_full | Controllability of complex networks with unilateral inputs |
title_fullStr | Controllability of complex networks with unilateral inputs |
title_full_unstemmed | Controllability of complex networks with unilateral inputs |
title_short | Controllability of complex networks with unilateral inputs |
title_sort | controllability of complex networks with unilateral inputs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5432006/ https://www.ncbi.nlm.nih.gov/pubmed/28500342 http://dx.doi.org/10.1038/s41598-017-01846-6 |
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