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Biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing

Artificial synaptic devices based on natural organic materials are becoming the most desirable for extending their fields of applications to include wearable and implantable devices due to their biocompatibility, flexibility, lightweight, and scalability. Herein, we proposed a zein material, extract...

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Autores principales: Kim, Youngjin, Park, Chul Hyeon, An, Jun Seop, Choi, Seung-Hye, Kim, Tae Whan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8526676/
https://www.ncbi.nlm.nih.gov/pubmed/34667193
http://dx.doi.org/10.1038/s41598-021-00076-1
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author Kim, Youngjin
Park, Chul Hyeon
An, Jun Seop
Choi, Seung-Hye
Kim, Tae Whan
author_facet Kim, Youngjin
Park, Chul Hyeon
An, Jun Seop
Choi, Seung-Hye
Kim, Tae Whan
author_sort Kim, Youngjin
collection PubMed
description Artificial synaptic devices based on natural organic materials are becoming the most desirable for extending their fields of applications to include wearable and implantable devices due to their biocompatibility, flexibility, lightweight, and scalability. Herein, we proposed a zein material, extracted from natural maize, as an active layer in an artificial synapse. The synaptic device exhibited notable digital-data storage and analog data processing capabilities. Remarkably, the zein-based synaptic device achieved recognition accuracy of up to 87% and exhibited clear digit-classification results on the learning and inference test. Moreover, the recognition accuracy of the zein-based artificial synapse was maintained within a difference of less than 2%, regardless of mechanically stressed conditions. We believe that this work will be an important asset toward the realization of wearable and implantable devices utilizing artificial synapses.
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spelling pubmed-85266762021-10-20 Biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing Kim, Youngjin Park, Chul Hyeon An, Jun Seop Choi, Seung-Hye Kim, Tae Whan Sci Rep Article Artificial synaptic devices based on natural organic materials are becoming the most desirable for extending their fields of applications to include wearable and implantable devices due to their biocompatibility, flexibility, lightweight, and scalability. Herein, we proposed a zein material, extracted from natural maize, as an active layer in an artificial synapse. The synaptic device exhibited notable digital-data storage and analog data processing capabilities. Remarkably, the zein-based synaptic device achieved recognition accuracy of up to 87% and exhibited clear digit-classification results on the learning and inference test. Moreover, the recognition accuracy of the zein-based artificial synapse was maintained within a difference of less than 2%, regardless of mechanically stressed conditions. We believe that this work will be an important asset toward the realization of wearable and implantable devices utilizing artificial synapses. Nature Publishing Group UK 2021-10-19 /pmc/articles/PMC8526676/ /pubmed/34667193 http://dx.doi.org/10.1038/s41598-021-00076-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Kim, Youngjin
Park, Chul Hyeon
An, Jun Seop
Choi, Seung-Hye
Kim, Tae Whan
Biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing
title Biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing
title_full Biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing
title_fullStr Biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing
title_full_unstemmed Biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing
title_short Biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing
title_sort biocompatible artificial synapses based on a zein active layer obtained from maize for neuromorphic computing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8526676/
https://www.ncbi.nlm.nih.gov/pubmed/34667193
http://dx.doi.org/10.1038/s41598-021-00076-1
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