High-Frequency Synchronization Improves Firing Rate Contrast and Information Transmission Efficiency in E/I Neuronal Networks
High-frequency synchronization has been found in many real neural systems and is confirmed by excitatory/inhibitory (E/I) network models. However, the functional role played by it remains elusive. In this paper, it is found that high-frequency synchronization in E/I neuronal networks could improve t...
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Hindawi Limited
2020-01-01
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Series: | Neural Plasticity |
Online Access: | http://dx.doi.org/10.1155/2020/8823111 |
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doaj-4c70db6b73a849b38f51bbbd3d2d7da32020-11-25T04:12:27ZengHindawi LimitedNeural Plasticity2090-59041687-54432020-01-01202010.1155/2020/88231118823111High-Frequency Synchronization Improves Firing Rate Contrast and Information Transmission Efficiency in E/I Neuronal NetworksFang Han0Zhijie Wang1Hong Fan2Yaopeng Zhang3College of Information Science and Technology, Donghua University, Shanghai 201620, ChinaCollege of Information Science and Technology, Donghua University, Shanghai 201620, ChinaGlorious Sun School of Business and Management, Donghua University, Shanghai 200051, ChinaState Key Laboratory for Modification of Chemical Fibers and Polymer Materials, Shanghai Belt and Road Joint Laboratory of Advanced Fiber and Low-Dimension Materials, College of Materials Science and Engineering, Donghua University, Shanghai 201620, ChinaHigh-frequency synchronization has been found in many real neural systems and is confirmed by excitatory/inhibitory (E/I) network models. However, the functional role played by it remains elusive. In this paper, it is found that high-frequency synchronization in E/I neuronal networks could improve the firing rate contrast of the whole network, no matter if the network is fully connected or randomly connected, with noise or without noise. It is also found that the global firing rate contrast enhancement can prevent the number of spikes of the neurons measured within the limited time window from being confused by noise, thereby enhancing the information encoding efficiency (quantified by entropy theory here) of the neuronal system. The mechanism of firing rate contrast enhancement is also investigated. Our work implies a possible functional role in information transmission of high-frequency synchronization in neuronal systems.http://dx.doi.org/10.1155/2020/8823111 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Fang Han Zhijie Wang Hong Fan Yaopeng Zhang |
spellingShingle |
Fang Han Zhijie Wang Hong Fan Yaopeng Zhang High-Frequency Synchronization Improves Firing Rate Contrast and Information Transmission Efficiency in E/I Neuronal Networks Neural Plasticity |
author_facet |
Fang Han Zhijie Wang Hong Fan Yaopeng Zhang |
author_sort |
Fang Han |
title |
High-Frequency Synchronization Improves Firing Rate Contrast and Information Transmission Efficiency in E/I Neuronal Networks |
title_short |
High-Frequency Synchronization Improves Firing Rate Contrast and Information Transmission Efficiency in E/I Neuronal Networks |
title_full |
High-Frequency Synchronization Improves Firing Rate Contrast and Information Transmission Efficiency in E/I Neuronal Networks |
title_fullStr |
High-Frequency Synchronization Improves Firing Rate Contrast and Information Transmission Efficiency in E/I Neuronal Networks |
title_full_unstemmed |
High-Frequency Synchronization Improves Firing Rate Contrast and Information Transmission Efficiency in E/I Neuronal Networks |
title_sort |
high-frequency synchronization improves firing rate contrast and information transmission efficiency in e/i neuronal networks |
publisher |
Hindawi Limited |
series |
Neural Plasticity |
issn |
2090-5904 1687-5443 |
publishDate |
2020-01-01 |
description |
High-frequency synchronization has been found in many real neural systems and is confirmed by excitatory/inhibitory (E/I) network models. However, the functional role played by it remains elusive. In this paper, it is found that high-frequency synchronization in E/I neuronal networks could improve the firing rate contrast of the whole network, no matter if the network is fully connected or randomly connected, with noise or without noise. It is also found that the global firing rate contrast enhancement can prevent the number of spikes of the neurons measured within the limited time window from being confused by noise, thereby enhancing the information encoding efficiency (quantified by entropy theory here) of the neuronal system. The mechanism of firing rate contrast enhancement is also investigated. Our work implies a possible functional role in information transmission of high-frequency synchronization in neuronal systems. |
url |
http://dx.doi.org/10.1155/2020/8823111 |
work_keys_str_mv |
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