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Theta-alpha cross-frequency synchronization facilitates working memory control – a modeling study

Despite decades of research, the neural mechanism of central executive and working memory is still unclear. In this paper, we propose a new neural network model for the real-time control of working memory. The key idea is to consider separately the role of neural activation from that of oscillatory...

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Autor principal: Chik, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing AG 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3574971/
https://www.ncbi.nlm.nih.gov/pubmed/23440395
http://dx.doi.org/10.1186/2193-1801-2-14
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author Chik, David
author_facet Chik, David
author_sort Chik, David
collection PubMed
description Despite decades of research, the neural mechanism of central executive and working memory is still unclear. In this paper, we propose a new neural network model for the real-time control of working memory. The key idea is to consider separately the role of neural activation from that of oscillatory phase. Neural populations encoding different information would not confuse each other when the populations have different oscillatory phases. Depending on the current situation, relevant memories bind together through phase-locking between theta-frequency oscillation of a Central Unit and alpha-frequency oscillations of the relevant group of Memory Units. The Central Unit dynamically controls which Memory Units should be synchronized (and the encoded memory would be processed), and which units should be out of phase (the encoded memory is standby and would not be processed yet). Simulations of two working memory tasks are provided as examples. The model is in agreement with many recent experimental results of human scalp EEG analysis, which reported observations of neural synchronization and cross-frequency coupling during working memory tasks. This model offers a possible explanation of the underlying mechanism for these experiments.
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spelling pubmed-35749712013-02-21 Theta-alpha cross-frequency synchronization facilitates working memory control – a modeling study Chik, David Springerplus Research Despite decades of research, the neural mechanism of central executive and working memory is still unclear. In this paper, we propose a new neural network model for the real-time control of working memory. The key idea is to consider separately the role of neural activation from that of oscillatory phase. Neural populations encoding different information would not confuse each other when the populations have different oscillatory phases. Depending on the current situation, relevant memories bind together through phase-locking between theta-frequency oscillation of a Central Unit and alpha-frequency oscillations of the relevant group of Memory Units. The Central Unit dynamically controls which Memory Units should be synchronized (and the encoded memory would be processed), and which units should be out of phase (the encoded memory is standby and would not be processed yet). Simulations of two working memory tasks are provided as examples. The model is in agreement with many recent experimental results of human scalp EEG analysis, which reported observations of neural synchronization and cross-frequency coupling during working memory tasks. This model offers a possible explanation of the underlying mechanism for these experiments. Springer International Publishing AG 2013-01-17 /pmc/articles/PMC3574971/ /pubmed/23440395 http://dx.doi.org/10.1186/2193-1801-2-14 Text en © Chik; licensee BioMed Central Ltd. 2013 This article is published under license to BioMed Central Ltd. licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Chik, David
Theta-alpha cross-frequency synchronization facilitates working memory control – a modeling study
title Theta-alpha cross-frequency synchronization facilitates working memory control – a modeling study
title_full Theta-alpha cross-frequency synchronization facilitates working memory control – a modeling study
title_fullStr Theta-alpha cross-frequency synchronization facilitates working memory control – a modeling study
title_full_unstemmed Theta-alpha cross-frequency synchronization facilitates working memory control – a modeling study
title_short Theta-alpha cross-frequency synchronization facilitates working memory control – a modeling study
title_sort theta-alpha cross-frequency synchronization facilitates working memory control – a modeling study
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3574971/
https://www.ncbi.nlm.nih.gov/pubmed/23440395
http://dx.doi.org/10.1186/2193-1801-2-14
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