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Inferring Network Connectivity by Delayed Feedback Control

We suggest a control based approach to topology estimation of networks with [Image: see text] elements. This method first drives the network to steady states by a delayed feedback control; then performs structural perturbations for shifting the steady states [Image: see text] times; and finally infe...

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Detalles Bibliográficos
Autores principales: Yu, Dongchuan, Parlitz, Ulrich
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3182170/
https://www.ncbi.nlm.nih.gov/pubmed/21969856
http://dx.doi.org/10.1371/journal.pone.0024333
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author Yu, Dongchuan
Parlitz, Ulrich
author_facet Yu, Dongchuan
Parlitz, Ulrich
author_sort Yu, Dongchuan
collection PubMed
description We suggest a control based approach to topology estimation of networks with [Image: see text] elements. This method first drives the network to steady states by a delayed feedback control; then performs structural perturbations for shifting the steady states [Image: see text] times; and finally infers the connection topology from the steady states' shifts by matrix inverse algorithm ([Image: see text]) or [Image: see text]-norm convex optimization strategy applicable to estimate the topology of sparse networks from [Image: see text] perturbations. We discuss as well some aspects important for applications, such as the topology reconstruction quality and error sources, advantages and disadvantages of the suggested method, and the influence of (control) perturbations, inhomegenity, sparsity, coupling functions, and measurement noise. Some examples of networks with Chua's oscillators are presented to illustrate the reliability of the suggested technique.
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spelling pubmed-31821702011-10-03 Inferring Network Connectivity by Delayed Feedback Control Yu, Dongchuan Parlitz, Ulrich PLoS One Research Article We suggest a control based approach to topology estimation of networks with [Image: see text] elements. This method first drives the network to steady states by a delayed feedback control; then performs structural perturbations for shifting the steady states [Image: see text] times; and finally infers the connection topology from the steady states' shifts by matrix inverse algorithm ([Image: see text]) or [Image: see text]-norm convex optimization strategy applicable to estimate the topology of sparse networks from [Image: see text] perturbations. We discuss as well some aspects important for applications, such as the topology reconstruction quality and error sources, advantages and disadvantages of the suggested method, and the influence of (control) perturbations, inhomegenity, sparsity, coupling functions, and measurement noise. Some examples of networks with Chua's oscillators are presented to illustrate the reliability of the suggested technique. Public Library of Science 2011-09-28 /pmc/articles/PMC3182170/ /pubmed/21969856 http://dx.doi.org/10.1371/journal.pone.0024333 Text en Yu, Parlitz. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Yu, Dongchuan
Parlitz, Ulrich
Inferring Network Connectivity by Delayed Feedback Control
title Inferring Network Connectivity by Delayed Feedback Control
title_full Inferring Network Connectivity by Delayed Feedback Control
title_fullStr Inferring Network Connectivity by Delayed Feedback Control
title_full_unstemmed Inferring Network Connectivity by Delayed Feedback Control
title_short Inferring Network Connectivity by Delayed Feedback Control
title_sort inferring network connectivity by delayed feedback control
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3182170/
https://www.ncbi.nlm.nih.gov/pubmed/21969856
http://dx.doi.org/10.1371/journal.pone.0024333
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