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Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review

To enhance the computing efficiency in a neuromorphic architecture, it is important to develop suitable memory devices that can emulate the role of biological synapses. More specifically, not only are multiple conductance states needed to be achieved in the memory but each state is also analogously...

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Autores principales: Kang, Heebum, Seo, Jongseon, Kim, Hyejin, Kim, Hyun Wook, Hong, Eun Ryeong, Kim, Nayeon, Lee, Daeseok, Woo, Jiyong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8950570/
https://www.ncbi.nlm.nih.gov/pubmed/35334745
http://dx.doi.org/10.3390/mi13030453
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author Kang, Heebum
Seo, Jongseon
Kim, Hyejin
Kim, Hyun Wook
Hong, Eun Ryeong
Kim, Nayeon
Lee, Daeseok
Woo, Jiyong
author_facet Kang, Heebum
Seo, Jongseon
Kim, Hyejin
Kim, Hyun Wook
Hong, Eun Ryeong
Kim, Nayeon
Lee, Daeseok
Woo, Jiyong
author_sort Kang, Heebum
collection PubMed
description To enhance the computing efficiency in a neuromorphic architecture, it is important to develop suitable memory devices that can emulate the role of biological synapses. More specifically, not only are multiple conductance states needed to be achieved in the memory but each state is also analogously adjusted by consecutive identical pulses. Recently, electrochemical random-access memory (ECRAM) has been dedicatedly designed to realize the desired synaptic characteristics. Electric-field-driven ion motion through various electrolytes enables the conductance of the ECRAM to be analogously modulated, resulting in a linear and symmetric response. Therefore, the aim of this study is to review recent advances in ECRAM technology from the material and device engineering perspectives. Since controllable mobile ions play an important role in achieving synaptic behavior, the prospect and challenges of ECRAM devices classified according to mobile ion species are discussed.
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spelling pubmed-89505702022-03-26 Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review Kang, Heebum Seo, Jongseon Kim, Hyejin Kim, Hyun Wook Hong, Eun Ryeong Kim, Nayeon Lee, Daeseok Woo, Jiyong Micromachines (Basel) Review To enhance the computing efficiency in a neuromorphic architecture, it is important to develop suitable memory devices that can emulate the role of biological synapses. More specifically, not only are multiple conductance states needed to be achieved in the memory but each state is also analogously adjusted by consecutive identical pulses. Recently, electrochemical random-access memory (ECRAM) has been dedicatedly designed to realize the desired synaptic characteristics. Electric-field-driven ion motion through various electrolytes enables the conductance of the ECRAM to be analogously modulated, resulting in a linear and symmetric response. Therefore, the aim of this study is to review recent advances in ECRAM technology from the material and device engineering perspectives. Since controllable mobile ions play an important role in achieving synaptic behavior, the prospect and challenges of ECRAM devices classified according to mobile ion species are discussed. MDPI 2022-03-17 /pmc/articles/PMC8950570/ /pubmed/35334745 http://dx.doi.org/10.3390/mi13030453 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Kang, Heebum
Seo, Jongseon
Kim, Hyejin
Kim, Hyun Wook
Hong, Eun Ryeong
Kim, Nayeon
Lee, Daeseok
Woo, Jiyong
Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review
title Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review
title_full Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review
title_fullStr Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review
title_full_unstemmed Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review
title_short Ion-Driven Electrochemical Random-Access Memory-Based Synaptic Devices for Neuromorphic Computing Systems: A Mini-Review
title_sort ion-driven electrochemical random-access memory-based synaptic devices for neuromorphic computing systems: a mini-review
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8950570/
https://www.ncbi.nlm.nih.gov/pubmed/35334745
http://dx.doi.org/10.3390/mi13030453
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