Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case Study

Detalhes bibliográficos
Autor(a) principal: Teixeira, Wanderson Sirley Reis [UNESP]
Data de Publicação: 2022
Outros Autores: Silva, Martin Kássio Leme [UNESP], Grasseschi, Daniel, Senna, Carlos Alberto, Oliveira, André Guimarães de, Gruber, Jonas, Cesarino, Ivana [UNESP], Salles, Maiara Oliveira
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1149/1945-7111/ac5e48
http://hdl.handle.net/11449/241001
Resumo: Characterizing electrodes surface is a mandatory step in developing any electrochemical methodology, especially when electrode modification is performed. One or two electrochemical techniques are often used, and their results are evaluated separately, leading to the loss of valuable information. Principal Component Analysis (PCA) is presented as an appealing strategy to optimize the electrochemical characterization of the modified-electrode s surface. The developed strategy was applied for the characterization of glassy carbon (GC) electrode modified with reduced graphene oxide (GC/RGO), RGO with gold nanoparticles (GC/RGO/AuNP), and RGO with copper nanoparticles (GC/RGO/CuNP). The electrochemical characterization techniques used were differential pulse voltammetry (DPV), linear scan voltammetry (LSV), and electrochemical impedance spectroscopy (EIS). The PCA showed the data from the four electrodes separately, and it was possible to determine that the GC/RGO/AuNP electrode had the most efficient surface for charge transfer. By scanning electron microscopy (SEM) and energy-dispersive X-ray spectroscopy (EDS) experiments, the metal:RGO ratio was determined, and by normalizing the results with this ratio, GC/RGO/CuNP and GC/RGO/ AuNP presented similar responses. With the proposed methodology, it was possible to evaluate simultaneously and straightforwardly all data, making this propose an innovative method for a robust electrochemical characterization based on usual electrochemical techniques.
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spelling Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case StudyCharacterizing electrodes surface is a mandatory step in developing any electrochemical methodology, especially when electrode modification is performed. One or two electrochemical techniques are often used, and their results are evaluated separately, leading to the loss of valuable information. Principal Component Analysis (PCA) is presented as an appealing strategy to optimize the electrochemical characterization of the modified-electrode s surface. The developed strategy was applied for the characterization of glassy carbon (GC) electrode modified with reduced graphene oxide (GC/RGO), RGO with gold nanoparticles (GC/RGO/AuNP), and RGO with copper nanoparticles (GC/RGO/CuNP). The electrochemical characterization techniques used were differential pulse voltammetry (DPV), linear scan voltammetry (LSV), and electrochemical impedance spectroscopy (EIS). The PCA showed the data from the four electrodes separately, and it was possible to determine that the GC/RGO/AuNP electrode had the most efficient surface for charge transfer. By scanning electron microscopy (SEM) and energy-dispersive X-ray spectroscopy (EDS) experiments, the metal:RGO ratio was determined, and by normalizing the results with this ratio, GC/RGO/CuNP and GC/RGO/ AuNP presented similar responses. With the proposed methodology, it was possible to evaluate simultaneously and straightforwardly all data, making this propose an innovative method for a robust electrochemical characterization based on usual electrochemical techniques.Departamento de Química Fundamental Instituto de Química Universidade de São Paulo (USP), SPDepartamento de Produção Animal e Medicina Veterinária Preventiva Faculdade de Medicina Veterinária e Zootecnia Universidade Estadual Paulista Júlio de Mesquita Filho (UNESP), SPDepartamento de Bioprocessos e Biotecnologia Faculdade de Ciências Agronômicas Universidade Estadual Paulista Júlio de Mesquita Filho (UNESP), SPInstituto de Química Universidade Federal Do Rio de Janeiro (UFRJ), RJInstituto Nacional de Metrologia (Inmetro), RJDepartamento de Produção Animal e Medicina Veterinária Preventiva Faculdade de Medicina Veterinária e Zootecnia Universidade Estadual Paulista Júlio de Mesquita Filho (UNESP), SPDepartamento de Bioprocessos e Biotecnologia Faculdade de Ciências Agronômicas Universidade Estadual Paulista Júlio de Mesquita Filho (UNESP), SPUniversidade de São Paulo (USP)Universidade Estadual Paulista (UNESP)Universidade Federal do Rio de Janeiro (UFRJ)Instituto Nacional de Metrologia (Inmetro)Teixeira, Wanderson Sirley Reis [UNESP]Silva, Martin Kássio Leme [UNESP]Grasseschi, DanielSenna, Carlos AlbertoOliveira, André Guimarães deGruber, JonasCesarino, Ivana [UNESP]Salles, Maiara Oliveira2023-03-01T20:42:37Z2023-03-01T20:42:37Z2022-04-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1149/1945-7111/ac5e48Journal of the Electrochemical Society, v. 169, n. 4, 2022.1945-71110013-4651http://hdl.handle.net/11449/24100110.1149/1945-7111/ac5e482-s2.0-85130194860Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengJournal of the Electrochemical Societyinfo:eu-repo/semantics/openAccess2023-03-01T20:42:37Zoai:repositorio.unesp.br:11449/241001Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462023-03-01T20:42:37Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case Study
title Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case Study
spellingShingle Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case Study
Teixeira, Wanderson Sirley Reis [UNESP]
title_short Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case Study
title_full Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case Study
title_fullStr Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case Study
title_full_unstemmed Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case Study
title_sort Principal Component Analysis as a Tool for Electrochemical Characterization of Modified Electrodes: A Case Study
author Teixeira, Wanderson Sirley Reis [UNESP]
author_facet Teixeira, Wanderson Sirley Reis [UNESP]
Silva, Martin Kássio Leme [UNESP]
Grasseschi, Daniel
Senna, Carlos Alberto
Oliveira, André Guimarães de
Gruber, Jonas
Cesarino, Ivana [UNESP]
Salles, Maiara Oliveira
author_role author
author2 Silva, Martin Kássio Leme [UNESP]
Grasseschi, Daniel
Senna, Carlos Alberto
Oliveira, André Guimarães de
Gruber, Jonas
Cesarino, Ivana [UNESP]
Salles, Maiara Oliveira
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade de São Paulo (USP)
Universidade Estadual Paulista (UNESP)
Universidade Federal do Rio de Janeiro (UFRJ)
Instituto Nacional de Metrologia (Inmetro)
dc.contributor.author.fl_str_mv Teixeira, Wanderson Sirley Reis [UNESP]
Silva, Martin Kássio Leme [UNESP]
Grasseschi, Daniel
Senna, Carlos Alberto
Oliveira, André Guimarães de
Gruber, Jonas
Cesarino, Ivana [UNESP]
Salles, Maiara Oliveira
description Characterizing electrodes surface is a mandatory step in developing any electrochemical methodology, especially when electrode modification is performed. One or two electrochemical techniques are often used, and their results are evaluated separately, leading to the loss of valuable information. Principal Component Analysis (PCA) is presented as an appealing strategy to optimize the electrochemical characterization of the modified-electrode s surface. The developed strategy was applied for the characterization of glassy carbon (GC) electrode modified with reduced graphene oxide (GC/RGO), RGO with gold nanoparticles (GC/RGO/AuNP), and RGO with copper nanoparticles (GC/RGO/CuNP). The electrochemical characterization techniques used were differential pulse voltammetry (DPV), linear scan voltammetry (LSV), and electrochemical impedance spectroscopy (EIS). The PCA showed the data from the four electrodes separately, and it was possible to determine that the GC/RGO/AuNP electrode had the most efficient surface for charge transfer. By scanning electron microscopy (SEM) and energy-dispersive X-ray spectroscopy (EDS) experiments, the metal:RGO ratio was determined, and by normalizing the results with this ratio, GC/RGO/CuNP and GC/RGO/ AuNP presented similar responses. With the proposed methodology, it was possible to evaluate simultaneously and straightforwardly all data, making this propose an innovative method for a robust electrochemical characterization based on usual electrochemical techniques.
publishDate 2022
dc.date.none.fl_str_mv 2022-04-01
2023-03-01T20:42:37Z
2023-03-01T20:42:37Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1149/1945-7111/ac5e48
Journal of the Electrochemical Society, v. 169, n. 4, 2022.
1945-7111
0013-4651
http://hdl.handle.net/11449/241001
10.1149/1945-7111/ac5e48
2-s2.0-85130194860
url http://dx.doi.org/10.1149/1945-7111/ac5e48
http://hdl.handle.net/11449/241001
identifier_str_mv Journal of the Electrochemical Society, v. 169, n. 4, 2022.
1945-7111
0013-4651
10.1149/1945-7111/ac5e48
2-s2.0-85130194860
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Journal of the Electrochemical Society
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
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