Dilations and degeneracy in network controllability

Abstract Network controllability asserts a perspective that the structure—the location of edges that connect nodes—of the network contains important information about fundamental characteristics of our ability to change the behavior that evolves on these networks. It can be used, for example, to det...

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Autores principales: Liam Chung, Derek Ruths, Justin Ruths
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Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/c3d5da077015480480b43095a1ecba05
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spelling oai:doaj.org-article:c3d5da077015480480b43095a1ecba052021-12-02T14:29:09ZDilations and degeneracy in network controllability10.1038/s41598-021-88529-52045-2322https://doaj.org/article/c3d5da077015480480b43095a1ecba052021-05-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-88529-5https://doaj.org/toc/2045-2322Abstract Network controllability asserts a perspective that the structure—the location of edges that connect nodes—of the network contains important information about fundamental characteristics of our ability to change the behavior that evolves on these networks. It can be used, for example, to determine the parts of the system that when influenced by outside controlling signals, can ultimately steer the behavior of the entire network. One of the challenges in utilizing the ideas from network controllability on real systems is that there is typically more than one potential solution (often many) suggested by the topology of the graph that perform equally well. Picking a single candidate from this degenerate solution set over others should be properly motivated, however, to-date our understanding of how these different options are related has been limited. In this work, we operationalize the existing notion of a dilation into a framework that provides clarity on the source of this control degeneracy and further elucidates many of the existing results surrounding degeneracy in the literature.Liam ChungDerek RuthsJustin RuthsNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-10 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Liam Chung
Derek Ruths
Justin Ruths
Dilations and degeneracy in network controllability
description Abstract Network controllability asserts a perspective that the structure—the location of edges that connect nodes—of the network contains important information about fundamental characteristics of our ability to change the behavior that evolves on these networks. It can be used, for example, to determine the parts of the system that when influenced by outside controlling signals, can ultimately steer the behavior of the entire network. One of the challenges in utilizing the ideas from network controllability on real systems is that there is typically more than one potential solution (often many) suggested by the topology of the graph that perform equally well. Picking a single candidate from this degenerate solution set over others should be properly motivated, however, to-date our understanding of how these different options are related has been limited. In this work, we operationalize the existing notion of a dilation into a framework that provides clarity on the source of this control degeneracy and further elucidates many of the existing results surrounding degeneracy in the literature.
format article
author Liam Chung
Derek Ruths
Justin Ruths
author_facet Liam Chung
Derek Ruths
Justin Ruths
author_sort Liam Chung
title Dilations and degeneracy in network controllability
title_short Dilations and degeneracy in network controllability
title_full Dilations and degeneracy in network controllability
title_fullStr Dilations and degeneracy in network controllability
title_full_unstemmed Dilations and degeneracy in network controllability
title_sort dilations and degeneracy in network controllability
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/c3d5da077015480480b43095a1ecba05
work_keys_str_mv AT liamchung dilationsanddegeneracyinnetworkcontrollability
AT derekruths dilationsanddegeneracyinnetworkcontrollability
AT justinruths dilationsanddegeneracyinnetworkcontrollability
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