Design of an electronic synapse with spike time dependent plasticity based on resistive memory device

This paper presents a design of electronic synapse with Spike Time Dependent Plasticity (STDP) based on resistive memory device. With the resistive memory device whose resistance can be purposely changed, the weight of the synaptic connection between two neurons can be modified. The synapse can work...

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Main Authors: Hu, S. G., Wu, H. T., Liu, Y., Liu, Z., Yu, Q., Yin, Y., Chen, Tupei, Hosaka, Sumio
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2013
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Online Access:https://hdl.handle.net/10356/98141
http://hdl.handle.net/10220/13303
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-981412020-03-07T14:00:28Z Design of an electronic synapse with spike time dependent plasticity based on resistive memory device Hu, S. G. Wu, H. T. Liu, Y. Liu, Z. Yu, Q. Yin, Y. Chen, Tupei Hosaka, Sumio School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering This paper presents a design of electronic synapse with Spike Time Dependent Plasticity (STDP) based on resistive memory device. With the resistive memory device whose resistance can be purposely changed, the weight of the synaptic connection between two neurons can be modified. The synapse can work according to the STDP rule, ensuring that the timing between pre and post-spikes leads to either the long term potentiation or long term depression. By using the synapse, a neural network with three neurons has been constructed to realize the STDP learning. Published version 2013-09-04T07:17:03Z 2019-12-06T19:51:16Z 2013-09-04T07:17:03Z 2019-12-06T19:51:16Z 2013 2013 Journal Article Hu, S. G., Wu, H. T., Liu, Y., Chen, T., Liu, Z., Yu, Q., Yin, Y., & Hosaka, S. (2013). Design of an electronic synapse with spike time dependent plasticity based on resistive memory device. Journal of Applied Physics, 113(11), 114502. 0021-8979 https://hdl.handle.net/10356/98141 http://hdl.handle.net/10220/13303 10.1063/1.4795280 en Journal of applied physics © 2013 American Institute of Physics. This paper was published in Journal of Applied Physics and is made available as an electronic reprint (preprint) with permission of American Institute of Physics. The paper can be found at the following official DOI: [http://dx.doi.org/10.1063/1.4795280].  One print or electronic copy may be made for personal use only. Systematic or multiple reproduction, distribution to multiple locations via electronic or other means, duplication of any material in this paper for a fee or for commercial purposes, or modification of the content of the paper is prohibited and is subject to penalties under law. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering
spellingShingle DRNTU::Engineering::Electrical and electronic engineering
Hu, S. G.
Wu, H. T.
Liu, Y.
Liu, Z.
Yu, Q.
Yin, Y.
Chen, Tupei
Hosaka, Sumio
Design of an electronic synapse with spike time dependent plasticity based on resistive memory device
description This paper presents a design of electronic synapse with Spike Time Dependent Plasticity (STDP) based on resistive memory device. With the resistive memory device whose resistance can be purposely changed, the weight of the synaptic connection between two neurons can be modified. The synapse can work according to the STDP rule, ensuring that the timing between pre and post-spikes leads to either the long term potentiation or long term depression. By using the synapse, a neural network with three neurons has been constructed to realize the STDP learning.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Hu, S. G.
Wu, H. T.
Liu, Y.
Liu, Z.
Yu, Q.
Yin, Y.
Chen, Tupei
Hosaka, Sumio
format Article
author Hu, S. G.
Wu, H. T.
Liu, Y.
Liu, Z.
Yu, Q.
Yin, Y.
Chen, Tupei
Hosaka, Sumio
author_sort Hu, S. G.
title Design of an electronic synapse with spike time dependent plasticity based on resistive memory device
title_short Design of an electronic synapse with spike time dependent plasticity based on resistive memory device
title_full Design of an electronic synapse with spike time dependent plasticity based on resistive memory device
title_fullStr Design of an electronic synapse with spike time dependent plasticity based on resistive memory device
title_full_unstemmed Design of an electronic synapse with spike time dependent plasticity based on resistive memory device
title_sort design of an electronic synapse with spike time dependent plasticity based on resistive memory device
publishDate 2013
url https://hdl.handle.net/10356/98141
http://hdl.handle.net/10220/13303
_version_ 1681043730632540160