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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-8950570 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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