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How Synchronization Protects from Noise

The functional role of synchronization has attracted much interest and debate: in particular, synchronization may allow distant sites in the brain to communicate and cooperate with each other, and therefore may play a role in temporal binding, in attention or in sensory-motor integration mechanisms....

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Detalles Bibliográficos
Autores principales: Tabareau, Nicolas, Slotine, Jean-Jacques, Pham, Quang-Cuong
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2797083/
https://www.ncbi.nlm.nih.gov/pubmed/20090826
http://dx.doi.org/10.1371/journal.pcbi.1000637
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author Tabareau, Nicolas
Slotine, Jean-Jacques
Pham, Quang-Cuong
author_facet Tabareau, Nicolas
Slotine, Jean-Jacques
Pham, Quang-Cuong
author_sort Tabareau, Nicolas
collection PubMed
description The functional role of synchronization has attracted much interest and debate: in particular, synchronization may allow distant sites in the brain to communicate and cooperate with each other, and therefore may play a role in temporal binding, in attention or in sensory-motor integration mechanisms. In this article, we study another role for synchronization: the so-called “collective enhancement of precision”. We argue, in a full nonlinear dynamical context, that synchronization may help protect interconnected neurons from the influence of random perturbations—intrinsic neuronal noise—which affect all neurons in the nervous system. More precisely, our main contribution is a mathematical proof that, under specific, quantified conditions, the impact of noise on individual interconnected systems and on their spatial mean can essentially be cancelled through synchronization. This property then allows reliable computations to be carried out even in the presence of significant noise (as experimentally found e.g., in retinal ganglion cells in primates). This in turn is key to obtaining meaningful downstream signals, whether in terms of precisely-timed interaction (temporal coding), population coding, or frequency coding. Similar concepts may be applicable to questions of noise and variability in systems biology.
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spelling pubmed-27970832010-01-21 How Synchronization Protects from Noise Tabareau, Nicolas Slotine, Jean-Jacques Pham, Quang-Cuong PLoS Comput Biol Research Article The functional role of synchronization has attracted much interest and debate: in particular, synchronization may allow distant sites in the brain to communicate and cooperate with each other, and therefore may play a role in temporal binding, in attention or in sensory-motor integration mechanisms. In this article, we study another role for synchronization: the so-called “collective enhancement of precision”. We argue, in a full nonlinear dynamical context, that synchronization may help protect interconnected neurons from the influence of random perturbations—intrinsic neuronal noise—which affect all neurons in the nervous system. More precisely, our main contribution is a mathematical proof that, under specific, quantified conditions, the impact of noise on individual interconnected systems and on their spatial mean can essentially be cancelled through synchronization. This property then allows reliable computations to be carried out even in the presence of significant noise (as experimentally found e.g., in retinal ganglion cells in primates). This in turn is key to obtaining meaningful downstream signals, whether in terms of precisely-timed interaction (temporal coding), population coding, or frequency coding. Similar concepts may be applicable to questions of noise and variability in systems biology. Public Library of Science 2010-01-15 /pmc/articles/PMC2797083/ /pubmed/20090826 http://dx.doi.org/10.1371/journal.pcbi.1000637 Text en Tabareau et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Tabareau, Nicolas
Slotine, Jean-Jacques
Pham, Quang-Cuong
How Synchronization Protects from Noise
title How Synchronization Protects from Noise
title_full How Synchronization Protects from Noise
title_fullStr How Synchronization Protects from Noise
title_full_unstemmed How Synchronization Protects from Noise
title_short How Synchronization Protects from Noise
title_sort how synchronization protects from noise
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2797083/
https://www.ncbi.nlm.nih.gov/pubmed/20090826
http://dx.doi.org/10.1371/journal.pcbi.1000637
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