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Reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup
Supervised classification of handwritten digits via physical reservoir computing (PRC) using electrochemistry with a three-electrode electrochemical setup was demonstrated. Short-term memory required for the PRC was realized for 3 bit pulse patterns by adjusting the formation/reduction ratio of gold...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society of Chemistry
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10440635/ https://www.ncbi.nlm.nih.gov/pubmed/37608968 http://dx.doi.org/10.1039/d3ra04614a |
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author | Yamada, Ryo Watanabe, Shuto Tada, Hirokazu |
author_facet | Yamada, Ryo Watanabe, Shuto Tada, Hirokazu |
author_sort | Yamada, Ryo |
collection | PubMed |
description | Supervised classification of handwritten digits via physical reservoir computing (PRC) using electrochemistry with a three-electrode electrochemical setup was demonstrated. Short-term memory required for the PRC was realized for 3 bit pulse patterns by adjusting the formation/reduction ratio of gold oxides, showing a wide potential of electrochemistry as resources of PR devices. |
format | Online Article Text |
id | pubmed-10440635 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | The Royal Society of Chemistry |
record_format | MEDLINE/PubMed |
spelling | pubmed-104406352023-08-22 Reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup Yamada, Ryo Watanabe, Shuto Tada, Hirokazu RSC Adv Chemistry Supervised classification of handwritten digits via physical reservoir computing (PRC) using electrochemistry with a three-electrode electrochemical setup was demonstrated. Short-term memory required for the PRC was realized for 3 bit pulse patterns by adjusting the formation/reduction ratio of gold oxides, showing a wide potential of electrochemistry as resources of PR devices. The Royal Society of Chemistry 2023-08-21 /pmc/articles/PMC10440635/ /pubmed/37608968 http://dx.doi.org/10.1039/d3ra04614a Text en This journal is © The Royal Society of Chemistry https://creativecommons.org/licenses/by-nc/3.0/ |
spellingShingle | Chemistry Yamada, Ryo Watanabe, Shuto Tada, Hirokazu Reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup |
title | Reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup |
title_full | Reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup |
title_fullStr | Reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup |
title_full_unstemmed | Reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup |
title_short | Reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup |
title_sort | reservoir computing with the electrochemical formation and reduction of gold oxide in aqueous solutions with a three-electrode electrochemical setup |
topic | Chemistry |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10440635/ https://www.ncbi.nlm.nih.gov/pubmed/37608968 http://dx.doi.org/10.1039/d3ra04614a |
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