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Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model

Chaotic resonance (CR), in which a system responds to a weak signal through the effects of chaotic activities, is a known function of chaos in neural systems. The current belief suggests that chaotic states are induced by different routes to chaos in spiking neural systems. However, few studies have...

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Autores principales: Nobukawa, Sou, Nishimura, Haruhiko, Yamanishi, Teruya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5430992/
https://www.ncbi.nlm.nih.gov/pubmed/28465524
http://dx.doi.org/10.1038/s41598-017-01511-y
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author Nobukawa, Sou
Nishimura, Haruhiko
Yamanishi, Teruya
author_facet Nobukawa, Sou
Nishimura, Haruhiko
Yamanishi, Teruya
author_sort Nobukawa, Sou
collection PubMed
description Chaotic resonance (CR), in which a system responds to a weak signal through the effects of chaotic activities, is a known function of chaos in neural systems. The current belief suggests that chaotic states are induced by different routes to chaos in spiking neural systems. However, few studies have compared the efficiency of signal responses in CR across the different chaotic states in spiking neural systems. We focused herein on the Izhikevich neuron model, comparing the characteristics of CR in the chaotic states arising through the period-doubling or tangent bifurcation routes. We found that the signal response in CR had a unimodal maximum with respect to the stability of chaotic orbits in the tested chaotic states. Furthermore, the efficiency of signal responses at the edge of chaos became especially high as a result of synchronization between the input signal and the periodic component in chaotic spiking activity.
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spelling pubmed-54309922017-05-16 Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model Nobukawa, Sou Nishimura, Haruhiko Yamanishi, Teruya Sci Rep Article Chaotic resonance (CR), in which a system responds to a weak signal through the effects of chaotic activities, is a known function of chaos in neural systems. The current belief suggests that chaotic states are induced by different routes to chaos in spiking neural systems. However, few studies have compared the efficiency of signal responses in CR across the different chaotic states in spiking neural systems. We focused herein on the Izhikevich neuron model, comparing the characteristics of CR in the chaotic states arising through the period-doubling or tangent bifurcation routes. We found that the signal response in CR had a unimodal maximum with respect to the stability of chaotic orbits in the tested chaotic states. Furthermore, the efficiency of signal responses at the edge of chaos became especially high as a result of synchronization between the input signal and the periodic component in chaotic spiking activity. Nature Publishing Group UK 2017-05-02 /pmc/articles/PMC5430992/ /pubmed/28465524 http://dx.doi.org/10.1038/s41598-017-01511-y Text en © The Author(s) 2017 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Nobukawa, Sou
Nishimura, Haruhiko
Yamanishi, Teruya
Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model
title Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model
title_full Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model
title_fullStr Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model
title_full_unstemmed Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model
title_short Chaotic Resonance in Typical Routes to Chaos in the Izhikevich Neuron Model
title_sort chaotic resonance in typical routes to chaos in the izhikevich neuron model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5430992/
https://www.ncbi.nlm.nih.gov/pubmed/28465524
http://dx.doi.org/10.1038/s41598-017-01511-y
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