Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A Proposal

Detalhes bibliográficos
Autor(a) principal: Araújo, Alisson Silva
Data de Publicação: 2021
Outros Autores: Castro, Jeyne Pricylla, Sperança, Marco Aurelio [UNESP], Andrade, Daniel Fernandes, De Mello, Matheus Lima [UNESP], Pereira-Filho, Edenir Rodrigues
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1021/acs.analchem.0c04722
http://hdl.handle.net/11449/206274
Resumo: In this study, a new approach to laser-induced breakdown spectroscopy (LIBS) data modeling using multiway algorithms was investigated. Two case studies, parallel factor analysis (PARAFAC) and unfolded-partial least-squares with residual bilinearization (U-PLS/RBL) algorithms were used in (1) the determination of Al, Cu, and Fe in samples of reference material of printed circuit board (PCB) from electronic waste and (2) the determination of Ca, K, and Mg in samples of a human mineral supplement, where depth was used to obtain multidimensional data in the first case and delay-time in the second. In addition, univariate calibration was applied and compared with the multiway approaches. In all cases, the calibration data set was prepared from salts. PARAFAC showed satisfactory results in the first study, with low prediction errors and good accuracy for most samples, and the U-PLS/RBL algorithm presented the best performance for mineral supplement samples.
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spelling Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A ProposalIn this study, a new approach to laser-induced breakdown spectroscopy (LIBS) data modeling using multiway algorithms was investigated. Two case studies, parallel factor analysis (PARAFAC) and unfolded-partial least-squares with residual bilinearization (U-PLS/RBL) algorithms were used in (1) the determination of Al, Cu, and Fe in samples of reference material of printed circuit board (PCB) from electronic waste and (2) the determination of Ca, K, and Mg in samples of a human mineral supplement, where depth was used to obtain multidimensional data in the first case and delay-time in the second. In addition, univariate calibration was applied and compared with the multiway approaches. In all cases, the calibration data set was prepared from salts. PARAFAC showed satisfactory results in the first study, with low prediction errors and good accuracy for most samples, and the U-PLS/RBL algorithm presented the best performance for mineral supplement samples.Group of Applied Instrumental Analysis Department of Chemistry Federal University of São CarlosGroup of Alternative Analytical Approaches (GAAA) Institute of Chemistry São Paulo State University (UNESP)Group of Alternative Analytical Approaches (GAAA) Institute of Chemistry São Paulo State University (UNESP)Universidade Federal de São Carlos (UFSCar)Universidade Estadual Paulista (Unesp)Araújo, Alisson SilvaCastro, Jeyne PricyllaSperança, Marco Aurelio [UNESP]Andrade, Daniel FernandesDe Mello, Matheus Lima [UNESP]Pereira-Filho, Edenir Rodrigues2021-06-25T10:29:22Z2021-06-25T10:29:22Z2021-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1021/acs.analchem.0c04722Analytical Chemistry.1520-68820003-2700http://hdl.handle.net/11449/20627410.1021/acs.analchem.0c047222-s2.0-85105080529Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengAnalytical Chemistryinfo:eu-repo/semantics/openAccess2021-10-23T02:54:18Zoai:repositorio.unesp.br:11449/206274Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462021-10-23T02:54:18Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A Proposal
title Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A Proposal
spellingShingle Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A Proposal
Araújo, Alisson Silva
title_short Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A Proposal
title_full Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A Proposal
title_fullStr Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A Proposal
title_full_unstemmed Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A Proposal
title_sort Multiway Calibration Strategies in Laser-Induced Breakdown Spectroscopy: A Proposal
author Araújo, Alisson Silva
author_facet Araújo, Alisson Silva
Castro, Jeyne Pricylla
Sperança, Marco Aurelio [UNESP]
Andrade, Daniel Fernandes
De Mello, Matheus Lima [UNESP]
Pereira-Filho, Edenir Rodrigues
author_role author
author2 Castro, Jeyne Pricylla
Sperança, Marco Aurelio [UNESP]
Andrade, Daniel Fernandes
De Mello, Matheus Lima [UNESP]
Pereira-Filho, Edenir Rodrigues
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade Federal de São Carlos (UFSCar)
Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv Araújo, Alisson Silva
Castro, Jeyne Pricylla
Sperança, Marco Aurelio [UNESP]
Andrade, Daniel Fernandes
De Mello, Matheus Lima [UNESP]
Pereira-Filho, Edenir Rodrigues
description In this study, a new approach to laser-induced breakdown spectroscopy (LIBS) data modeling using multiway algorithms was investigated. Two case studies, parallel factor analysis (PARAFAC) and unfolded-partial least-squares with residual bilinearization (U-PLS/RBL) algorithms were used in (1) the determination of Al, Cu, and Fe in samples of reference material of printed circuit board (PCB) from electronic waste and (2) the determination of Ca, K, and Mg in samples of a human mineral supplement, where depth was used to obtain multidimensional data in the first case and delay-time in the second. In addition, univariate calibration was applied and compared with the multiway approaches. In all cases, the calibration data set was prepared from salts. PARAFAC showed satisfactory results in the first study, with low prediction errors and good accuracy for most samples, and the U-PLS/RBL algorithm presented the best performance for mineral supplement samples.
publishDate 2021
dc.date.none.fl_str_mv 2021-06-25T10:29:22Z
2021-06-25T10:29:22Z
2021-01-01
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/10.1021/acs.analchem.0c04722
Analytical Chemistry.
1520-6882
0003-2700
http://hdl.handle.net/11449/206274
10.1021/acs.analchem.0c04722
2-s2.0-85105080529
url http://dx.doi.org/10.1021/acs.analchem.0c04722
http://hdl.handle.net/11449/206274
identifier_str_mv Analytical Chemistry.
1520-6882
0003-2700
10.1021/acs.analchem.0c04722
2-s2.0-85105080529
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Analytical Chemistry
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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