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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2016
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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. |
format | Online Article Text |
id | pubmed-4826387 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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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