Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis

Detalhes bibliográficos
Autor(a) principal: Monteiro, Luísa
Data de Publicação: 2023
Outros Autores: Zoio, Paulo, Carvalho, Bernardo B., Fonseca, Luís P. P., Calado, Cecília
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.21/16090
Resumo: A methodology such as near-infrared (NIR) spectroscopy, which enables in situ and in real-time analysis, is crucial to perform quality control of biodiesel, since it is blended into diesel fuel and the presence of contaminants can hinder its performance. This work aimed to compare the performance of a benchtop Fourier Transform (FT) NIR spectrometer with a prototype of a portable, miniaturized near-infrared spectrometer (miniNIR) to detect and quantify contaminants in biodiesel and biodiesel in diesel. In general, good models based on principal component analysis-linear discriminant analysis (PCA-LDA) of FT-NIR spectra were obtained, predicting with high accuracies biodiesel contaminants and biodiesel in diesel (between 75% to 95%), as well as good partial least square (PLS) regression models to predict contaminants concentration in biodiesel and biodiesel concentration in diesel/biodiesel blends, with high coefficients of determination (between 0.83 and 0.99) and low prediction errors. The miniNIR prototype’s PCA-LDA models enabled the prediction of target contaminants with good accuracies (between 66% and 86%), and a PLS model enabled the prediction of biodiesel concentration in diesel with a reasonable coefficient of determination (0.68), pointing to the device’s potential for preliminary analysis of biodiesel which, associated with its potential low cost and portability, could increase biodiesel quality control.
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spelling Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysisBiodieselPortable NIR spectrometerContaminantsAdulterationDiesel/biodiesel blendsA methodology such as near-infrared (NIR) spectroscopy, which enables in situ and in real-time analysis, is crucial to perform quality control of biodiesel, since it is blended into diesel fuel and the presence of contaminants can hinder its performance. This work aimed to compare the performance of a benchtop Fourier Transform (FT) NIR spectrometer with a prototype of a portable, miniaturized near-infrared spectrometer (miniNIR) to detect and quantify contaminants in biodiesel and biodiesel in diesel. In general, good models based on principal component analysis-linear discriminant analysis (PCA-LDA) of FT-NIR spectra were obtained, predicting with high accuracies biodiesel contaminants and biodiesel in diesel (between 75% to 95%), as well as good partial least square (PLS) regression models to predict contaminants concentration in biodiesel and biodiesel concentration in diesel/biodiesel blends, with high coefficients of determination (between 0.83 and 0.99) and low prediction errors. The miniNIR prototype’s PCA-LDA models enabled the prediction of target contaminants with good accuracies (between 66% and 86%), and a PLS model enabled the prediction of biodiesel concentration in diesel with a reasonable coefficient of determination (0.68), pointing to the device’s potential for preliminary analysis of biodiesel which, associated with its potential low cost and portability, could increase biodiesel quality control.MDPIRCIPLMonteiro, LuísaZoio, PauloCarvalho, Bernardo B.Fonseca, Luís P. P.Calado, Cecília2023-05-22T09:52:53Z2023-04-032023-04-03T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.21/16090engMONTEIRO, Luísa L.; [et al] – Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis . Processes. eISSN 2227-9717. Vol. 11, N.º 4 (2023), pp. 1-16.10.3390/pr110410712227-9717info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-08-03T10:14:23Zoai:repositorio.ipl.pt:10400.21/16090Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T20:23:41.366200Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis
title Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis
spellingShingle Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis
Monteiro, Luísa
Biodiesel
Portable NIR spectrometer
Contaminants
Adulteration
Diesel/biodiesel blends
title_short Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis
title_full Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis
title_fullStr Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis
title_full_unstemmed Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis
title_sort Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis
author Monteiro, Luísa
author_facet Monteiro, Luísa
Zoio, Paulo
Carvalho, Bernardo B.
Fonseca, Luís P. P.
Calado, Cecília
author_role author
author2 Zoio, Paulo
Carvalho, Bernardo B.
Fonseca, Luís P. P.
Calado, Cecília
author2_role author
author
author
author
dc.contributor.none.fl_str_mv RCIPL
dc.contributor.author.fl_str_mv Monteiro, Luísa
Zoio, Paulo
Carvalho, Bernardo B.
Fonseca, Luís P. P.
Calado, Cecília
dc.subject.por.fl_str_mv Biodiesel
Portable NIR spectrometer
Contaminants
Adulteration
Diesel/biodiesel blends
topic Biodiesel
Portable NIR spectrometer
Contaminants
Adulteration
Diesel/biodiesel blends
description A methodology such as near-infrared (NIR) spectroscopy, which enables in situ and in real-time analysis, is crucial to perform quality control of biodiesel, since it is blended into diesel fuel and the presence of contaminants can hinder its performance. This work aimed to compare the performance of a benchtop Fourier Transform (FT) NIR spectrometer with a prototype of a portable, miniaturized near-infrared spectrometer (miniNIR) to detect and quantify contaminants in biodiesel and biodiesel in diesel. In general, good models based on principal component analysis-linear discriminant analysis (PCA-LDA) of FT-NIR spectra were obtained, predicting with high accuracies biodiesel contaminants and biodiesel in diesel (between 75% to 95%), as well as good partial least square (PLS) regression models to predict contaminants concentration in biodiesel and biodiesel concentration in diesel/biodiesel blends, with high coefficients of determination (between 0.83 and 0.99) and low prediction errors. The miniNIR prototype’s PCA-LDA models enabled the prediction of target contaminants with good accuracies (between 66% and 86%), and a PLS model enabled the prediction of biodiesel concentration in diesel with a reasonable coefficient of determination (0.68), pointing to the device’s potential for preliminary analysis of biodiesel which, associated with its potential low cost and portability, could increase biodiesel quality control.
publishDate 2023
dc.date.none.fl_str_mv 2023-05-22T09:52:53Z
2023-04-03
2023-04-03T00:00:00Z
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://hdl.handle.net/10400.21/16090
url http://hdl.handle.net/10400.21/16090
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv MONTEIRO, Luísa L.; [et al] – Quality monitoring of biodiesel and diesel/biodiesel blends: a comparison between benchtop FT-NIR versus a portable miniaturized NIR spectroscopic analysis . Processes. eISSN 2227-9717. Vol. 11, N.º 4 (2023), pp. 1-16.
10.3390/pr11041071
2227-9717
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv MDPI
publisher.none.fl_str_mv MDPI
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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