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Analytic Solution for a Complex Network of Chaotic Oscillators

Chaotic evolution is generally too irregular to be captured in an analytic solution. Nonetheless, some dynamical systems do have such solutions enabling more rigorous analysis than can be achieved with numerical solutions. Here, we introduce a method of coupling solvable chaotic oscillators that mai...

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Detalles Bibliográficos
Autores principales: Blakely, Jonathan N., Milosavljevic, Marko S., Corron, Ned J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512985/
https://www.ncbi.nlm.nih.gov/pubmed/33265558
http://dx.doi.org/10.3390/e20060468
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author Blakely, Jonathan N.
Milosavljevic, Marko S.
Corron, Ned J.
author_facet Blakely, Jonathan N.
Milosavljevic, Marko S.
Corron, Ned J.
author_sort Blakely, Jonathan N.
collection PubMed
description Chaotic evolution is generally too irregular to be captured in an analytic solution. Nonetheless, some dynamical systems do have such solutions enabling more rigorous analysis than can be achieved with numerical solutions. Here, we introduce a method of coupling solvable chaotic oscillators that maintains solvability. In fact, an analytic solution is given for an entire network of coupled oscillators. Importantly, a valid chaotic solution is shown even when the coupling topology is complex and the population of oscillators is heterogeneous. We provide a specific example of a solvable chaotic network with star topology and a hub that oscillates much faster than its leaves. We present analytic solutions as the coupling strength is varied showing states of varying degrees of global organization. The covariance of the network is derived explicity from the analytic solution characterizing the degree of synchronization across the network as the coupling strength varies. This example suggests that analytic solutions may constitute a new tool in the study of chaotic network dynamics generally.
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spelling pubmed-75129852020-11-09 Analytic Solution for a Complex Network of Chaotic Oscillators Blakely, Jonathan N. Milosavljevic, Marko S. Corron, Ned J. Entropy (Basel) Article Chaotic evolution is generally too irregular to be captured in an analytic solution. Nonetheless, some dynamical systems do have such solutions enabling more rigorous analysis than can be achieved with numerical solutions. Here, we introduce a method of coupling solvable chaotic oscillators that maintains solvability. In fact, an analytic solution is given for an entire network of coupled oscillators. Importantly, a valid chaotic solution is shown even when the coupling topology is complex and the population of oscillators is heterogeneous. We provide a specific example of a solvable chaotic network with star topology and a hub that oscillates much faster than its leaves. We present analytic solutions as the coupling strength is varied showing states of varying degrees of global organization. The covariance of the network is derived explicity from the analytic solution characterizing the degree of synchronization across the network as the coupling strength varies. This example suggests that analytic solutions may constitute a new tool in the study of chaotic network dynamics generally. MDPI 2018-06-16 /pmc/articles/PMC7512985/ /pubmed/33265558 http://dx.doi.org/10.3390/e20060468 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Blakely, Jonathan N.
Milosavljevic, Marko S.
Corron, Ned J.
Analytic Solution for a Complex Network of Chaotic Oscillators
title Analytic Solution for a Complex Network of Chaotic Oscillators
title_full Analytic Solution for a Complex Network of Chaotic Oscillators
title_fullStr Analytic Solution for a Complex Network of Chaotic Oscillators
title_full_unstemmed Analytic Solution for a Complex Network of Chaotic Oscillators
title_short Analytic Solution for a Complex Network of Chaotic Oscillators
title_sort analytic solution for a complex network of chaotic oscillators
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512985/
https://www.ncbi.nlm.nih.gov/pubmed/33265558
http://dx.doi.org/10.3390/e20060468
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