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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Nature Portfolio
2021
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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) |
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Medicine R Science Q Liam Chung Derek Ruths Justin Ruths Dilations and degeneracy in network controllability |
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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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1718391217639653376 |