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Input node placement restricting the longest control chain in controllability of complex networks
The minimum number of inputs needed to control a network is frequently used to quantify its controllability. Control of linear dynamics through a minimum set of inputs, however, often has prohibitively large energy requirements and there is an inherent trade-off between minimizing the number of inpu...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9992492/ https://www.ncbi.nlm.nih.gov/pubmed/36882620 http://dx.doi.org/10.1038/s41598-023-30810-w |
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author | Alizadeh, Samie Pósfai, Márton Ghasemi, Abdorasoul |
author_facet | Alizadeh, Samie Pósfai, Márton Ghasemi, Abdorasoul |
author_sort | Alizadeh, Samie |
collection | PubMed |
description | The minimum number of inputs needed to control a network is frequently used to quantify its controllability. Control of linear dynamics through a minimum set of inputs, however, often has prohibitively large energy requirements and there is an inherent trade-off between minimizing the number of inputs and control energy. To better understand this trade-off, we study the problem of identifying a minimum set of input nodes such that controllabililty is ensured while restricting the length of the longest control chain. The longest control chain is the maximum distance from input nodes to any network node, and recent work found that reducing its length significantly reduces control energy. We map the longest control chain-constraint minimum input problem to finding a joint maximum matching and minimum dominating set. We show that this graph combinatorial problem is NP-complete, and we introduce and validate a heuristic approximation. Applying this algorithm to a collection of real and model networks, we investigate how network structure affects the minimum number of inputs, revealing, for example, that for many real networks reducing the longest control chain requires only few or no additional inputs, only the rearrangement of the input nodes. |
format | Online Article Text |
id | pubmed-9992492 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99924922023-03-09 Input node placement restricting the longest control chain in controllability of complex networks Alizadeh, Samie Pósfai, Márton Ghasemi, Abdorasoul Sci Rep Article The minimum number of inputs needed to control a network is frequently used to quantify its controllability. Control of linear dynamics through a minimum set of inputs, however, often has prohibitively large energy requirements and there is an inherent trade-off between minimizing the number of inputs and control energy. To better understand this trade-off, we study the problem of identifying a minimum set of input nodes such that controllabililty is ensured while restricting the length of the longest control chain. The longest control chain is the maximum distance from input nodes to any network node, and recent work found that reducing its length significantly reduces control energy. We map the longest control chain-constraint minimum input problem to finding a joint maximum matching and minimum dominating set. We show that this graph combinatorial problem is NP-complete, and we introduce and validate a heuristic approximation. Applying this algorithm to a collection of real and model networks, we investigate how network structure affects the minimum number of inputs, revealing, for example, that for many real networks reducing the longest control chain requires only few or no additional inputs, only the rearrangement of the input nodes. Nature Publishing Group UK 2023-03-07 /pmc/articles/PMC9992492/ /pubmed/36882620 http://dx.doi.org/10.1038/s41598-023-30810-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Alizadeh, Samie Pósfai, Márton Ghasemi, Abdorasoul Input node placement restricting the longest control chain in controllability of complex networks |
title | Input node placement restricting the longest control chain in controllability of complex networks |
title_full | Input node placement restricting the longest control chain in controllability of complex networks |
title_fullStr | Input node placement restricting the longest control chain in controllability of complex networks |
title_full_unstemmed | Input node placement restricting the longest control chain in controllability of complex networks |
title_short | Input node placement restricting the longest control chain in controllability of complex networks |
title_sort | input node placement restricting the longest control chain in controllability of complex networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9992492/ https://www.ncbi.nlm.nih.gov/pubmed/36882620 http://dx.doi.org/10.1038/s41598-023-30810-w |
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