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Ternary Logic with Stateful Neural Networks Using a Bilayered TaO (X) ‐Based Memristor Exhibiting Ternary States
A memristive stateful neural network allowing complete Boolean in‐memory computing attracts high interest in future electronics. Various Boolean logic gates and functions demonstrated so far confirm their practical potential as an emerging computing device. However, spatio‐temporal efficiency of the...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8844464/ https://www.ncbi.nlm.nih.gov/pubmed/34913617 http://dx.doi.org/10.1002/advs.202104107 |
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author | Kim, Young Seok An, Jangho Jeon, Jae Bum Son, Myeong Won Son, Seoil Park, Woojoon Lee, Younghyun Park, Juseong Kim, Geun Young Kim, Gwangmin Song, Hanchan Kim, Kyung Min |
author_facet | Kim, Young Seok An, Jangho Jeon, Jae Bum Son, Myeong Won Son, Seoil Park, Woojoon Lee, Younghyun Park, Juseong Kim, Geun Young Kim, Gwangmin Song, Hanchan Kim, Kyung Min |
author_sort | Kim, Young Seok |
collection | PubMed |
description | A memristive stateful neural network allowing complete Boolean in‐memory computing attracts high interest in future electronics. Various Boolean logic gates and functions demonstrated so far confirm their practical potential as an emerging computing device. However, spatio‐temporal efficiency of the stateful logic is still too limited to replace conventional computing technologies. This study proposes a ternary‐state memristor device (simply a ternary memristor) for application to ternary stateful logic. The ternary‐state implementable memristor device is developed with bilayered tantalum oxide by precisely controlling the oxygen content in each oxide layer. The device can operate 157 ternary logic gates in one operational clock, which allows an experimental demonstration of a functionally complete three‐valued Łukasiewicz logic system. An optimized logic cascading strategy with possible ternary gates is ≈20% more efficient than conventional binary stateful logic, suggesting it can be beneficial for higher performance in‐memory computing. |
format | Online Article Text |
id | pubmed-8844464 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88444642022-02-24 Ternary Logic with Stateful Neural Networks Using a Bilayered TaO (X) ‐Based Memristor Exhibiting Ternary States Kim, Young Seok An, Jangho Jeon, Jae Bum Son, Myeong Won Son, Seoil Park, Woojoon Lee, Younghyun Park, Juseong Kim, Geun Young Kim, Gwangmin Song, Hanchan Kim, Kyung Min Adv Sci (Weinh) Research Articles A memristive stateful neural network allowing complete Boolean in‐memory computing attracts high interest in future electronics. Various Boolean logic gates and functions demonstrated so far confirm their practical potential as an emerging computing device. However, spatio‐temporal efficiency of the stateful logic is still too limited to replace conventional computing technologies. This study proposes a ternary‐state memristor device (simply a ternary memristor) for application to ternary stateful logic. The ternary‐state implementable memristor device is developed with bilayered tantalum oxide by precisely controlling the oxygen content in each oxide layer. The device can operate 157 ternary logic gates in one operational clock, which allows an experimental demonstration of a functionally complete three‐valued Łukasiewicz logic system. An optimized logic cascading strategy with possible ternary gates is ≈20% more efficient than conventional binary stateful logic, suggesting it can be beneficial for higher performance in‐memory computing. John Wiley and Sons Inc. 2021-12-16 /pmc/articles/PMC8844464/ /pubmed/34913617 http://dx.doi.org/10.1002/advs.202104107 Text en © 2021 The Authors. Advanced Science published by Wiley‐VCH GmbH https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Kim, Young Seok An, Jangho Jeon, Jae Bum Son, Myeong Won Son, Seoil Park, Woojoon Lee, Younghyun Park, Juseong Kim, Geun Young Kim, Gwangmin Song, Hanchan Kim, Kyung Min Ternary Logic with Stateful Neural Networks Using a Bilayered TaO (X) ‐Based Memristor Exhibiting Ternary States |
title | Ternary Logic with Stateful Neural Networks Using a Bilayered TaO
(X)
‐Based Memristor Exhibiting Ternary States |
title_full | Ternary Logic with Stateful Neural Networks Using a Bilayered TaO
(X)
‐Based Memristor Exhibiting Ternary States |
title_fullStr | Ternary Logic with Stateful Neural Networks Using a Bilayered TaO
(X)
‐Based Memristor Exhibiting Ternary States |
title_full_unstemmed | Ternary Logic with Stateful Neural Networks Using a Bilayered TaO
(X)
‐Based Memristor Exhibiting Ternary States |
title_short | Ternary Logic with Stateful Neural Networks Using a Bilayered TaO
(X)
‐Based Memristor Exhibiting Ternary States |
title_sort | ternary logic with stateful neural networks using a bilayered tao
(x)
‐based memristor exhibiting ternary states |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8844464/ https://www.ncbi.nlm.nih.gov/pubmed/34913617 http://dx.doi.org/10.1002/advs.202104107 |
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