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Dynamic and Static Switching in ITO/SnOx/ITO and Its Synaptic Application

The attempts to devise networks that resemble human minds are steadily progressing through the development and diversification of neural networks (NN), such as artificial NN (ANN), convolution NN (CNN), and recurrent NN (RNN). Meanwhile, memory devices applied on the networks are also being studied...

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Detalles Bibliográficos
Autores principales: Park, Jongmin, Park, Hyunwoong, Chung, Daewon, Kim, Sungjun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9456140/
https://www.ncbi.nlm.nih.gov/pubmed/36077393
http://dx.doi.org/10.3390/ijms23179995
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author Park, Jongmin
Park, Hyunwoong
Chung, Daewon
Kim, Sungjun
author_facet Park, Jongmin
Park, Hyunwoong
Chung, Daewon
Kim, Sungjun
author_sort Park, Jongmin
collection PubMed
description The attempts to devise networks that resemble human minds are steadily progressing through the development and diversification of neural networks (NN), such as artificial NN (ANN), convolution NN (CNN), and recurrent NN (RNN). Meanwhile, memory devices applied on the networks are also being studied together, and RRAM is the one of the most promising candidates. The fabricated ITO/SnOX/TaN device showed two forms of current–voltage (I-V) curves, classified as dynamic and static. It was triggered from the forming process, and the difference between the two curves resulted from the data retention measured at room temperature for 10(3) s. The dynamic curve shows a time-dependent change in the data, and the cause of the data preservation period was considered through X-ray photoelectron spectroscopy (XPS) and linear fitting in conduction mechanisms. To confirm whether the memory performance of the device may be implemented on the synapse, the change in the plasticity was confirmed using a rectangular-shaped pulse. Paired-pulse facilitation (PPF) was implemented, and the change from short-term potentiation (STP) to long-term potentiation (LTP) was achieved.
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spelling pubmed-94561402022-09-09 Dynamic and Static Switching in ITO/SnOx/ITO and Its Synaptic Application Park, Jongmin Park, Hyunwoong Chung, Daewon Kim, Sungjun Int J Mol Sci Article The attempts to devise networks that resemble human minds are steadily progressing through the development and diversification of neural networks (NN), such as artificial NN (ANN), convolution NN (CNN), and recurrent NN (RNN). Meanwhile, memory devices applied on the networks are also being studied together, and RRAM is the one of the most promising candidates. The fabricated ITO/SnOX/TaN device showed two forms of current–voltage (I-V) curves, classified as dynamic and static. It was triggered from the forming process, and the difference between the two curves resulted from the data retention measured at room temperature for 10(3) s. The dynamic curve shows a time-dependent change in the data, and the cause of the data preservation period was considered through X-ray photoelectron spectroscopy (XPS) and linear fitting in conduction mechanisms. To confirm whether the memory performance of the device may be implemented on the synapse, the change in the plasticity was confirmed using a rectangular-shaped pulse. Paired-pulse facilitation (PPF) was implemented, and the change from short-term potentiation (STP) to long-term potentiation (LTP) was achieved. MDPI 2022-09-02 /pmc/articles/PMC9456140/ /pubmed/36077393 http://dx.doi.org/10.3390/ijms23179995 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 Article
Park, Jongmin
Park, Hyunwoong
Chung, Daewon
Kim, Sungjun
Dynamic and Static Switching in ITO/SnOx/ITO and Its Synaptic Application
title Dynamic and Static Switching in ITO/SnOx/ITO and Its Synaptic Application
title_full Dynamic and Static Switching in ITO/SnOx/ITO and Its Synaptic Application
title_fullStr Dynamic and Static Switching in ITO/SnOx/ITO and Its Synaptic Application
title_full_unstemmed Dynamic and Static Switching in ITO/SnOx/ITO and Its Synaptic Application
title_short Dynamic and Static Switching in ITO/SnOx/ITO and Its Synaptic Application
title_sort dynamic and static switching in ito/snox/ito and its synaptic application
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9456140/
https://www.ncbi.nlm.nih.gov/pubmed/36077393
http://dx.doi.org/10.3390/ijms23179995
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