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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...
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/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. |
format | Online Article Text |
id | pubmed-9456140 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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