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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...

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Detalles Bibliográficos
Autores principales: Yamada, Ryo, Watanabe, Shuto, Tada, Hirokazu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2023
Materias:
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.
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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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