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Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems

Nanoscale inorganic electronic synapses or synaptic devices, which are capable of emulating the functions of biological synapses of brain neuronal systems, are regarded as the basic building blocks for beyond-Von Neumann computing architecture, combining information storage and processing. Here, we...

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Autores principales: Li, Yi, Zhong, Yingpeng, Zhang, Jinjian, Xu, Lei, Wang, Qing, Sun, Huajun, Tong, Hao, Cheng, Xiaoming, Miao, Xiangshui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4014880/
https://www.ncbi.nlm.nih.gov/pubmed/24809396
http://dx.doi.org/10.1038/srep04906
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author Li, Yi
Zhong, Yingpeng
Zhang, Jinjian
Xu, Lei
Wang, Qing
Sun, Huajun
Tong, Hao
Cheng, Xiaoming
Miao, Xiangshui
author_facet Li, Yi
Zhong, Yingpeng
Zhang, Jinjian
Xu, Lei
Wang, Qing
Sun, Huajun
Tong, Hao
Cheng, Xiaoming
Miao, Xiangshui
author_sort Li, Yi
collection PubMed
description Nanoscale inorganic electronic synapses or synaptic devices, which are capable of emulating the functions of biological synapses of brain neuronal systems, are regarded as the basic building blocks for beyond-Von Neumann computing architecture, combining information storage and processing. Here, we demonstrate a Ag/AgInSbTe/Ag structure for chalcogenide memristor-based electronic synapses. The memristive characteristics with reproducible gradual resistance tuning are utilised to mimic the activity-dependent synaptic plasticity that serves as the basis of memory and learning. Bidirectional long-term Hebbian plasticity modulation is implemented by the coactivity of pre- and postsynaptic spikes, and the sign and degree are affected by assorted factors including the temporal difference, spike rate and voltage. Moreover, synaptic saturation is observed to be an adjustment of Hebbian rules to stabilise the growth of synaptic weights. Our results may contribute to the development of highly functional plastic electronic synapses and the further construction of next-generation parallel neuromorphic computing architecture.
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spelling pubmed-40148802014-05-13 Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems Li, Yi Zhong, Yingpeng Zhang, Jinjian Xu, Lei Wang, Qing Sun, Huajun Tong, Hao Cheng, Xiaoming Miao, Xiangshui Sci Rep Article Nanoscale inorganic electronic synapses or synaptic devices, which are capable of emulating the functions of biological synapses of brain neuronal systems, are regarded as the basic building blocks for beyond-Von Neumann computing architecture, combining information storage and processing. Here, we demonstrate a Ag/AgInSbTe/Ag structure for chalcogenide memristor-based electronic synapses. The memristive characteristics with reproducible gradual resistance tuning are utilised to mimic the activity-dependent synaptic plasticity that serves as the basis of memory and learning. Bidirectional long-term Hebbian plasticity modulation is implemented by the coactivity of pre- and postsynaptic spikes, and the sign and degree are affected by assorted factors including the temporal difference, spike rate and voltage. Moreover, synaptic saturation is observed to be an adjustment of Hebbian rules to stabilise the growth of synaptic weights. Our results may contribute to the development of highly functional plastic electronic synapses and the further construction of next-generation parallel neuromorphic computing architecture. Nature Publishing Group 2014-05-09 /pmc/articles/PMC4014880/ /pubmed/24809396 http://dx.doi.org/10.1038/srep04906 Text en Copyright © 2014, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-nd/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported License. The images in this article are included in the article's Creative Commons license, unless indicated otherwise in the image credit; if the image is not included under the Creative Commons license, users will need to obtain permission from the license holder in order to reproduce the image. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/3.0/
spellingShingle Article
Li, Yi
Zhong, Yingpeng
Zhang, Jinjian
Xu, Lei
Wang, Qing
Sun, Huajun
Tong, Hao
Cheng, Xiaoming
Miao, Xiangshui
Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems
title Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems
title_full Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems
title_fullStr Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems
title_full_unstemmed Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems
title_short Activity-Dependent Synaptic Plasticity of a Chalcogenide Electronic Synapse for Neuromorphic Systems
title_sort activity-dependent synaptic plasticity of a chalcogenide electronic synapse for neuromorphic systems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4014880/
https://www.ncbi.nlm.nih.gov/pubmed/24809396
http://dx.doi.org/10.1038/srep04906
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