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Wave Generation in Unidirectional Chains of Idealized Neural Oscillators

We investigate the dynamics of unidirectional semi-infinite chains of type-I oscillators that are periodically forced at their root node, as an archetype of wave generation in neural networks. In previous studies, numerical simulations based on uniform forcing have revealed that trajectories approac...

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Detalles Bibliográficos
Autores principales: Fernandez, Bastien, Mintchev, Stanislav M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4826387/
https://www.ncbi.nlm.nih.gov/pubmed/27059027
http://dx.doi.org/10.1186/s13408-016-0037-x
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author Fernandez, Bastien
Mintchev, Stanislav M.
author_facet Fernandez, Bastien
Mintchev, Stanislav M.
author_sort Fernandez, Bastien
collection PubMed
description We investigate the dynamics of unidirectional semi-infinite chains of type-I oscillators that are periodically forced at their root node, as an archetype of wave generation in neural networks. In previous studies, numerical simulations based on uniform forcing have revealed that trajectories approach a traveling wave in the far-downstream, large time limit. While this phenomenon seems typical, it is hardly anticipated because the system does not exhibit any of the crucial properties employed in available proofs of existence of traveling waves in lattice dynamical systems. Here, we give a full mathematical proof of generation under uniform forcing in a simple piecewise affine setting for which the dynamics can be solved explicitly. In particular, our analysis proves existence, global stability, and robustness with respect to perturbations of the forcing, of families of waves with arbitrary period/wave number in some range, for every value of the parameters in the system.
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spelling pubmed-48263872016-04-20 Wave Generation in Unidirectional Chains of Idealized Neural Oscillators Fernandez, Bastien Mintchev, Stanislav M. J Math Neurosci Research We investigate the dynamics of unidirectional semi-infinite chains of type-I oscillators that are periodically forced at their root node, as an archetype of wave generation in neural networks. In previous studies, numerical simulations based on uniform forcing have revealed that trajectories approach a traveling wave in the far-downstream, large time limit. While this phenomenon seems typical, it is hardly anticipated because the system does not exhibit any of the crucial properties employed in available proofs of existence of traveling waves in lattice dynamical systems. Here, we give a full mathematical proof of generation under uniform forcing in a simple piecewise affine setting for which the dynamics can be solved explicitly. In particular, our analysis proves existence, global stability, and robustness with respect to perturbations of the forcing, of families of waves with arbitrary period/wave number in some range, for every value of the parameters in the system. Springer Berlin Heidelberg 2016-04-08 /pmc/articles/PMC4826387/ /pubmed/27059027 http://dx.doi.org/10.1186/s13408-016-0037-x Text en © Fernandez and Mintchev 2016 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Research
Fernandez, Bastien
Mintchev, Stanislav M.
Wave Generation in Unidirectional Chains of Idealized Neural Oscillators
title Wave Generation in Unidirectional Chains of Idealized Neural Oscillators
title_full Wave Generation in Unidirectional Chains of Idealized Neural Oscillators
title_fullStr Wave Generation in Unidirectional Chains of Idealized Neural Oscillators
title_full_unstemmed Wave Generation in Unidirectional Chains of Idealized Neural Oscillators
title_short Wave Generation in Unidirectional Chains of Idealized Neural Oscillators
title_sort wave generation in unidirectional chains of idealized neural oscillators
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4826387/
https://www.ncbi.nlm.nih.gov/pubmed/27059027
http://dx.doi.org/10.1186/s13408-016-0037-x
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