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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
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.
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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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