Classification of beer by thermogravimetric and chemometric techniques

Thermogravimetric (TG) technique combined with partial least squares discriminant analysis (PLS-DA) was applied to distinguish five pilsner beers from different brands (Antarctica, Bohemia, Brahma, Budweiser and Imperio). Herein, we develop a TG methodology that use a small volume (40 µL), and an an...

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Published in:Journal of Thermal Analysis and Calorimetry
Main Authors: Fernandes, Richard Perosa, Ekawa, Bruno, Ferreira, Laura Teófilo, Carvalho, Ana Carina Sobral, Freire, Rafael Teixeira, Caires, Flávio Junior
Other Authors: Universidade Estadual Paulista (UNESP)
Format: Article in Journal/Newspaper
Language:English
Published: 2021
Subjects:
Online Access:http://hdl.handle.net/11449/206119
https://doi.org/10.1007/s10973-021-10729-y
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spelling ftunivespir:oai:repositorio.unesp.br:11449/206119 2023-07-02T03:30:40+02:00 Classification of beer by thermogravimetric and chemometric techniques Fernandes, Richard Perosa Ekawa, Bruno Ferreira, Laura Teófilo Carvalho, Ana Carina Sobral Freire, Rafael Teixeira Caires, Flávio Junior Universidade Estadual Paulista (UNESP) 2021-01-01 http://hdl.handle.net/11449/206119 https://doi.org/10.1007/s10973-021-10729-y eng eng Journal of Thermal Analysis and Calorimetry http://dx.doi.org/10.1007/s10973-021-10729-y Journal of Thermal Analysis and Calorimetry. 1588-2926 1388-6150 http://hdl.handle.net/11449/206119 doi:10.1007/s10973-021-10729-y 2-s2.0-85103356385 Beer Chemometrics Thermal analysis info:eu-repo/semantics/article 2021 ftunivespir https://doi.org/10.1007/s10973-021-10729-y 2023-06-12T17:25:48Z Thermogravimetric (TG) technique combined with partial least squares discriminant analysis (PLS-DA) was applied to distinguish five pilsner beers from different brands (Antarctica, Bohemia, Brahma, Budweiser and Imperio). Herein, we develop a TG methodology that use a small volume (40 µL), and an analysis time of 25 min. The major gases evolved during the thermal decomposition were water, ethanol and carbon dioxide. Energy-dispersive X-ray spectrometer of the ashes detected the major constituents: oxygen, sodium, magnesium, silicon, phosphorus, sulfur, chlorine, potassium and calcium. TG and PLS-DA technique together were able to classify the five brands with a classification rate for the model of 97% with a confidence interval of 92–99%, achieving high sensitivity and specificity between the calibration, cross-validation and predicted results. Article in Journal/Newspaper Antarc* Antarctica Universidade Estadual Paulista São Paulo: Repositório Institucional UNESP Journal of Thermal Analysis and Calorimetry
institution Open Polar
collection Universidade Estadual Paulista São Paulo: Repositório Institucional UNESP
op_collection_id ftunivespir
language English
topic Beer
Chemometrics
Thermal analysis
spellingShingle Beer
Chemometrics
Thermal analysis
Fernandes, Richard Perosa
Ekawa, Bruno
Ferreira, Laura Teófilo
Carvalho, Ana Carina Sobral
Freire, Rafael Teixeira
Caires, Flávio Junior
Classification of beer by thermogravimetric and chemometric techniques
topic_facet Beer
Chemometrics
Thermal analysis
description Thermogravimetric (TG) technique combined with partial least squares discriminant analysis (PLS-DA) was applied to distinguish five pilsner beers from different brands (Antarctica, Bohemia, Brahma, Budweiser and Imperio). Herein, we develop a TG methodology that use a small volume (40 µL), and an analysis time of 25 min. The major gases evolved during the thermal decomposition were water, ethanol and carbon dioxide. Energy-dispersive X-ray spectrometer of the ashes detected the major constituents: oxygen, sodium, magnesium, silicon, phosphorus, sulfur, chlorine, potassium and calcium. TG and PLS-DA technique together were able to classify the five brands with a classification rate for the model of 97% with a confidence interval of 92–99%, achieving high sensitivity and specificity between the calibration, cross-validation and predicted results.
author2 Universidade Estadual Paulista (UNESP)
format Article in Journal/Newspaper
author Fernandes, Richard Perosa
Ekawa, Bruno
Ferreira, Laura Teófilo
Carvalho, Ana Carina Sobral
Freire, Rafael Teixeira
Caires, Flávio Junior
author_facet Fernandes, Richard Perosa
Ekawa, Bruno
Ferreira, Laura Teófilo
Carvalho, Ana Carina Sobral
Freire, Rafael Teixeira
Caires, Flávio Junior
author_sort Fernandes, Richard Perosa
title Classification of beer by thermogravimetric and chemometric techniques
title_short Classification of beer by thermogravimetric and chemometric techniques
title_full Classification of beer by thermogravimetric and chemometric techniques
title_fullStr Classification of beer by thermogravimetric and chemometric techniques
title_full_unstemmed Classification of beer by thermogravimetric and chemometric techniques
title_sort classification of beer by thermogravimetric and chemometric techniques
publishDate 2021
url http://hdl.handle.net/11449/206119
https://doi.org/10.1007/s10973-021-10729-y
genre Antarc*
Antarctica
genre_facet Antarc*
Antarctica
op_relation Journal of Thermal Analysis and Calorimetry
http://dx.doi.org/10.1007/s10973-021-10729-y
Journal of Thermal Analysis and Calorimetry.
1588-2926
1388-6150
http://hdl.handle.net/11449/206119
doi:10.1007/s10973-021-10729-y
2-s2.0-85103356385
op_doi https://doi.org/10.1007/s10973-021-10729-y
container_title Journal of Thermal Analysis and Calorimetry
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