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Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses

The union of the Kuramoto–Sakaguchi model and the Hebb dynamics reproduces the Lisman switch through a bistability in synchronized states. Here, we show that, within certain ranges of the frustration parameter, the chimera pattern can emerge, causing a different, time-evolving, distribution in the H...

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Autores principales: Botha, A. E., Ansariara, M., Emadi, S., Kolahchi, M. R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9260432/
https://www.ncbi.nlm.nih.gov/pubmed/35814347
http://dx.doi.org/10.3389/fncom.2022.888019
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author Botha, A. E.
Ansariara, M.
Emadi, S.
Kolahchi, M. R.
author_facet Botha, A. E.
Ansariara, M.
Emadi, S.
Kolahchi, M. R.
author_sort Botha, A. E.
collection PubMed
description The union of the Kuramoto–Sakaguchi model and the Hebb dynamics reproduces the Lisman switch through a bistability in synchronized states. Here, we show that, within certain ranges of the frustration parameter, the chimera pattern can emerge, causing a different, time-evolving, distribution in the Hebbian synaptic strengths. We study the stability range of the chimera as a function of the frustration (phase-lag) parameter. Depending on the range of the frustration, two different types of chimeras can appear spontaneously, i.e., from randomized initial conditions. In the first type, the oscillators in the coherent region rotate, on average, slower than those in the incoherent region; while in the second type, the average rotational frequencies of the two regions are reversed, i.e., the coherent region runs, on average, faster than the incoherent region. We also show that non-stationary behavior at finite N can be controlled by adjusting the natural frequency of a single pacemaker oscillator. By slowly cycling the frequency of the pacemaker, we observe hysteresis in the system. Finally, we discuss how we can have a model for learning and memory.
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spelling pubmed-92604322022-07-08 Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses Botha, A. E. Ansariara, M. Emadi, S. Kolahchi, M. R. Front Comput Neurosci Neuroscience The union of the Kuramoto–Sakaguchi model and the Hebb dynamics reproduces the Lisman switch through a bistability in synchronized states. Here, we show that, within certain ranges of the frustration parameter, the chimera pattern can emerge, causing a different, time-evolving, distribution in the Hebbian synaptic strengths. We study the stability range of the chimera as a function of the frustration (phase-lag) parameter. Depending on the range of the frustration, two different types of chimeras can appear spontaneously, i.e., from randomized initial conditions. In the first type, the oscillators in the coherent region rotate, on average, slower than those in the incoherent region; while in the second type, the average rotational frequencies of the two regions are reversed, i.e., the coherent region runs, on average, faster than the incoherent region. We also show that non-stationary behavior at finite N can be controlled by adjusting the natural frequency of a single pacemaker oscillator. By slowly cycling the frequency of the pacemaker, we observe hysteresis in the system. Finally, we discuss how we can have a model for learning and memory. Frontiers Media S.A. 2022-06-23 /pmc/articles/PMC9260432/ /pubmed/35814347 http://dx.doi.org/10.3389/fncom.2022.888019 Text en Copyright © 2022 Botha, Ansariara, Emadi and Kolahchi. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Botha, A. E.
Ansariara, M.
Emadi, S.
Kolahchi, M. R.
Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses
title Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses
title_full Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses
title_fullStr Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses
title_full_unstemmed Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses
title_short Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses
title_sort chimera patterns of synchrony in a frustrated array of hebb synapses
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9260432/
https://www.ncbi.nlm.nih.gov/pubmed/35814347
http://dx.doi.org/10.3389/fncom.2022.888019
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