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Neural field models with transmission delays and diffusion
A neural field models the large scale behaviour of large groups of neurons. We extend previous results for these models by including a diffusion term into the neural field, which models direct, electrical connections. We extend known and prove new sun-star calculus results for delay equations to be...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7726065/ https://www.ncbi.nlm.nih.gov/pubmed/33296032 http://dx.doi.org/10.1186/s13408-020-00098-5 |
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author | Spek, Len Kuznetsov, Yuri A. van Gils, Stephan A. |
author_facet | Spek, Len Kuznetsov, Yuri A. van Gils, Stephan A. |
author_sort | Spek, Len |
collection | PubMed |
description | A neural field models the large scale behaviour of large groups of neurons. We extend previous results for these models by including a diffusion term into the neural field, which models direct, electrical connections. We extend known and prove new sun-star calculus results for delay equations to be able to include diffusion and explicitly characterise the essential spectrum. For a certain class of connectivity functions in the neural field model, we are able to compute its spectral properties and the first Lyapunov coefficient of a Hopf bifurcation. By examining a numerical example, we find that the addition of diffusion suppresses non-synchronised steady-states while favouring synchronised oscillatory modes. |
format | Online Article Text |
id | pubmed-7726065 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-77260652020-12-17 Neural field models with transmission delays and diffusion Spek, Len Kuznetsov, Yuri A. van Gils, Stephan A. J Math Neurosci Research A neural field models the large scale behaviour of large groups of neurons. We extend previous results for these models by including a diffusion term into the neural field, which models direct, electrical connections. We extend known and prove new sun-star calculus results for delay equations to be able to include diffusion and explicitly characterise the essential spectrum. For a certain class of connectivity functions in the neural field model, we are able to compute its spectral properties and the first Lyapunov coefficient of a Hopf bifurcation. By examining a numerical example, we find that the addition of diffusion suppresses non-synchronised steady-states while favouring synchronised oscillatory modes. Springer Berlin Heidelberg 2020-12-09 /pmc/articles/PMC7726065/ /pubmed/33296032 http://dx.doi.org/10.1186/s13408-020-00098-5 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Research Spek, Len Kuznetsov, Yuri A. van Gils, Stephan A. Neural field models with transmission delays and diffusion |
title | Neural field models with transmission delays and diffusion |
title_full | Neural field models with transmission delays and diffusion |
title_fullStr | Neural field models with transmission delays and diffusion |
title_full_unstemmed | Neural field models with transmission delays and diffusion |
title_short | Neural field models with transmission delays and diffusion |
title_sort | neural field models with transmission delays and diffusion |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7726065/ https://www.ncbi.nlm.nih.gov/pubmed/33296032 http://dx.doi.org/10.1186/s13408-020-00098-5 |
work_keys_str_mv | AT speklen neuralfieldmodelswithtransmissiondelaysanddiffusion AT kuznetsovyuria neuralfieldmodelswithtransmissiondelaysanddiffusion AT vangilsstephana neuralfieldmodelswithtransmissiondelaysanddiffusion |