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Implementation of Neuro-Memristive Synapse for Long-and Short-Term Bio-Synaptic Plasticity
In this paper, we propose a complex neuro-memristive synapse that exhibits the physiological acts of synaptic potentiation and depression of the human-brain. Specifically, the proposed neuromorphic synapse efficiently imitates the synaptic plasticity, especially long-term potentiation (LTP) and depr...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7831501/ https://www.ncbi.nlm.nih.gov/pubmed/33477650 http://dx.doi.org/10.3390/s21020644 |
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author | Mannan, Zubaer I. Kim, Hyongsuk Chua, Leon |
author_facet | Mannan, Zubaer I. Kim, Hyongsuk Chua, Leon |
author_sort | Mannan, Zubaer I. |
collection | PubMed |
description | In this paper, we propose a complex neuro-memristive synapse that exhibits the physiological acts of synaptic potentiation and depression of the human-brain. Specifically, the proposed neuromorphic synapse efficiently imitates the synaptic plasticity, especially long-term potentiation (LTP) and depression (LTD), and short-term facilitation (STF) and depression (STD), phenomena of a biological synapse. Similar to biological synapse, the short- or long-term potentiation (STF and LTP) or depression (STD or LTD) of the memristive synapse are distinguished on the basis of time or repetition of input cycles. The proposed synapse is also designed to exhibit the effect of reuptake and neurotransmitters diffusion processes of a bio-synapse. In addition, it exhibits the distinct bio-realistic attributes, i.e., strong stimulation, exponentially decaying conductance trace of synapse, and voltage dependent synaptic responses, of a neuron. The neuro-memristive synapse is designed in SPICE and its bio-realistic functionalities are demonstrated via various simulations. |
format | Online Article Text |
id | pubmed-7831501 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-78315012021-01-26 Implementation of Neuro-Memristive Synapse for Long-and Short-Term Bio-Synaptic Plasticity Mannan, Zubaer I. Kim, Hyongsuk Chua, Leon Sensors (Basel) Article In this paper, we propose a complex neuro-memristive synapse that exhibits the physiological acts of synaptic potentiation and depression of the human-brain. Specifically, the proposed neuromorphic synapse efficiently imitates the synaptic plasticity, especially long-term potentiation (LTP) and depression (LTD), and short-term facilitation (STF) and depression (STD), phenomena of a biological synapse. Similar to biological synapse, the short- or long-term potentiation (STF and LTP) or depression (STD or LTD) of the memristive synapse are distinguished on the basis of time or repetition of input cycles. The proposed synapse is also designed to exhibit the effect of reuptake and neurotransmitters diffusion processes of a bio-synapse. In addition, it exhibits the distinct bio-realistic attributes, i.e., strong stimulation, exponentially decaying conductance trace of synapse, and voltage dependent synaptic responses, of a neuron. The neuro-memristive synapse is designed in SPICE and its bio-realistic functionalities are demonstrated via various simulations. MDPI 2021-01-18 /pmc/articles/PMC7831501/ /pubmed/33477650 http://dx.doi.org/10.3390/s21020644 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Mannan, Zubaer I. Kim, Hyongsuk Chua, Leon Implementation of Neuro-Memristive Synapse for Long-and Short-Term Bio-Synaptic Plasticity |
title | Implementation of Neuro-Memristive Synapse for Long-and Short-Term Bio-Synaptic Plasticity |
title_full | Implementation of Neuro-Memristive Synapse for Long-and Short-Term Bio-Synaptic Plasticity |
title_fullStr | Implementation of Neuro-Memristive Synapse for Long-and Short-Term Bio-Synaptic Plasticity |
title_full_unstemmed | Implementation of Neuro-Memristive Synapse for Long-and Short-Term Bio-Synaptic Plasticity |
title_short | Implementation of Neuro-Memristive Synapse for Long-and Short-Term Bio-Synaptic Plasticity |
title_sort | implementation of neuro-memristive synapse for long-and short-term bio-synaptic plasticity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7831501/ https://www.ncbi.nlm.nih.gov/pubmed/33477650 http://dx.doi.org/10.3390/s21020644 |
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