Determinação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariada

Detalhes bibliográficos
Autor(a) principal: Ruschel, Carla Felippi Chiella
Data de Publicação: 2014
Outros Autores: Huang, Chun Te, Samios, Dimitrios, Ferrão, Marco Flôres, Yamamoto, Carlos Itsuo, Plocharski, Rubia Carla Barato
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Institucional da UFRGS
Texto Completo: http://hdl.handle.net/10183/103464
Resumo: The aim of this work is to determine the cetane number of biodiesel/diesel blends using mid-infrared spectroscopy coupled with multivariate regression. Thirty five samples were used into the calibration set and twenty for the prediction set. The partial least squares algorithms used were: by Interval (iPLS), by Backward Interval (biPLS) and by Synergy Intervals (siPLS). In the best iPLS model was selected the spectral range 1050-1500 cm-ˡ obtained with root mean square error of prediction (RMSEP) of 0.314 and determination coefficient (r²) of 0.952 and root mean square error of cross-validation (RMSECV) of 0.728. For biPLS model the spectral range selected is a combination of several spectrum bands which showed a RMSEP of 0.353, r² of 0.960 and RMSECV of 0.664. The best model is the siPLS split the spectrum into 16 intervals and the combined spectral regions 1485-1277 cm-ˡ and 858-650 cm-ˡ presenting RMSECV = 0.642, RMSEP = 0.352 and r² = 0.962. The proposed methodology was adequate, with prediction errors less than 1%, being cleaner, faster and easy to perform.
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spelling Ruschel, Carla Felippi ChiellaHuang, Chun TeSamios, DimitriosFerrão, Marco FlôresYamamoto, Carlos ItsuoPlocharski, Rubia Carla Barato2014-09-19T02:14:43Z20141984-6428http://hdl.handle.net/10183/103464000918583The aim of this work is to determine the cetane number of biodiesel/diesel blends using mid-infrared spectroscopy coupled with multivariate regression. Thirty five samples were used into the calibration set and twenty for the prediction set. The partial least squares algorithms used were: by Interval (iPLS), by Backward Interval (biPLS) and by Synergy Intervals (siPLS). In the best iPLS model was selected the spectral range 1050-1500 cm-ˡ obtained with root mean square error of prediction (RMSEP) of 0.314 and determination coefficient (r²) of 0.952 and root mean square error of cross-validation (RMSECV) of 0.728. For biPLS model the spectral range selected is a combination of several spectrum bands which showed a RMSEP of 0.353, r² of 0.960 and RMSECV of 0.664. The best model is the siPLS split the spectrum into 16 intervals and the combined spectral regions 1485-1277 cm-ˡ and 858-650 cm-ˡ presenting RMSECV = 0.642, RMSEP = 0.352 and r² = 0.962. The proposed methodology was adequate, with prediction errors less than 1%, being cleaner, faster and easy to perform.application/pdfporOrbital - The Electronic Journal of Chemistry. Campo Grande, MS. Vol. 6, n. 1 (Jan./Mar. 2014), p. 39-46BlendasEspectroscopia no infravermelhoBiodieselDeterminação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariadainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/otherinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFRGSinstname:Universidade Federal do Rio Grande do Sul (UFRGS)instacron:UFRGSORIGINAL000918583.pdf000918583.pdfTexto completoapplication/pdf973894http://www.lume.ufrgs.br/bitstream/10183/103464/1/000918583.pdf9d1915eee44b7d0a3a9a9b25f730b87fMD51TEXT000918583.pdf.txt000918583.pdf.txtExtracted Texttext/plain27071http://www.lume.ufrgs.br/bitstream/10183/103464/2/000918583.pdf.txt549821b545aa46a4953d5f7bf40adc9dMD52THUMBNAIL000918583.pdf.jpg000918583.pdf.jpgGenerated Thumbnailimage/jpeg2244http://www.lume.ufrgs.br/bitstream/10183/103464/3/000918583.pdf.jpgbc675a482bc0b21c296c93bbab268933MD5310183/1034642018-10-05 08:22:56.084oai:www.lume.ufrgs.br:10183/103464Repositório de PublicaçõesPUBhttps://lume.ufrgs.br/oai/requestopendoar:2018-10-05T11:22:56Repositório Institucional da UFRGS - Universidade Federal do Rio Grande do Sul (UFRGS)false
dc.title.pt_BR.fl_str_mv Determinação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariada
title Determinação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariada
spellingShingle Determinação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariada
Ruschel, Carla Felippi Chiella
Blendas
Espectroscopia no infravermelho
Biodiesel
title_short Determinação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariada
title_full Determinação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariada
title_fullStr Determinação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariada
title_full_unstemmed Determinação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariada
title_sort Determinação do número de cetano de blendas de biodiesel/diesel utilizando espectroscopia no infravermelho médio e regressão multivariada
author Ruschel, Carla Felippi Chiella
author_facet Ruschel, Carla Felippi Chiella
Huang, Chun Te
Samios, Dimitrios
Ferrão, Marco Flôres
Yamamoto, Carlos Itsuo
Plocharski, Rubia Carla Barato
author_role author
author2 Huang, Chun Te
Samios, Dimitrios
Ferrão, Marco Flôres
Yamamoto, Carlos Itsuo
Plocharski, Rubia Carla Barato
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv Ruschel, Carla Felippi Chiella
Huang, Chun Te
Samios, Dimitrios
Ferrão, Marco Flôres
Yamamoto, Carlos Itsuo
Plocharski, Rubia Carla Barato
dc.subject.por.fl_str_mv Blendas
Espectroscopia no infravermelho
Biodiesel
topic Blendas
Espectroscopia no infravermelho
Biodiesel
description The aim of this work is to determine the cetane number of biodiesel/diesel blends using mid-infrared spectroscopy coupled with multivariate regression. Thirty five samples were used into the calibration set and twenty for the prediction set. The partial least squares algorithms used were: by Interval (iPLS), by Backward Interval (biPLS) and by Synergy Intervals (siPLS). In the best iPLS model was selected the spectral range 1050-1500 cm-ˡ obtained with root mean square error of prediction (RMSEP) of 0.314 and determination coefficient (r²) of 0.952 and root mean square error of cross-validation (RMSECV) of 0.728. For biPLS model the spectral range selected is a combination of several spectrum bands which showed a RMSEP of 0.353, r² of 0.960 and RMSECV of 0.664. The best model is the siPLS split the spectrum into 16 intervals and the combined spectral regions 1485-1277 cm-ˡ and 858-650 cm-ˡ presenting RMSECV = 0.642, RMSEP = 0.352 and r² = 0.962. The proposed methodology was adequate, with prediction errors less than 1%, being cleaner, faster and easy to perform.
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dc.relation.ispartof.pt_BR.fl_str_mv Orbital - The Electronic Journal of Chemistry. Campo Grande, MS. Vol. 6, n. 1 (Jan./Mar. 2014), p. 39-46
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