PROPOSTA EXPERIMENTAL DIDÁTICA PARA O ENSINO DE ANÁLISE DE COMPONENTES PRINCIPAIS

Principal component analysis (PCA) is a chemometric method that allows for the extraction of chemical information that would otherwise be impossible to determine. Teaching chemometrics to undergraduates can contribute to the overall professional development and training of new teachers, whose profil...

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Main Authors: Leonardo Valderrama, Vassula Belinato Paiva, Paulo Henrique Março, Patrícia Valderrama
Format: Article
Language:English
Published: Sociedade Brasileira de Química 2016-02-01
Series:Química Nova
Subjects:
PCA
Online Access:http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-40422016000200245&lng=en&tlng=en
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spelling doaj-79a7349f0ec24b43ae0a2af2a798bb002020-11-24T21:19:20ZengSociedade Brasileira de QuímicaQuímica Nova1678-70642016-02-0139224524910.5935/0100-4042.20150166S0100-40422016000200245PROPOSTA EXPERIMENTAL DIDÁTICA PARA O ENSINO DE ANÁLISE DE COMPONENTES PRINCIPAISLeonardo ValderramaVassula Belinato PaivaPaulo Henrique MarçoPatrícia ValderramaPrincipal component analysis (PCA) is a chemometric method that allows for the extraction of chemical information that would otherwise be impossible to determine. Teaching chemometrics to undergraduates can contribute to the overall professional development and training of new teachers, whose profiles have been gaining attention due to the current demand for data interpretation. In this study, a didactic experiment involving PCA is proposed. Spectrophotometry was used in the ultraviolet-visible (UV-Vis) region to assess the behavior of anthocyanins extracted from red cabbage at different pH values. The results suggest the possible separation of anthocyanin structures into three distinct groups, according to their chemical characteristics displayed in acid, neutral, and basic media. The objective is to develop educational materials targeted to undergraduate courses, which encompass a larger number of concepts and introduce instrumental techniques currently being employed in both academic research and the industrial sector. Specifically, the proposed experiment introduces concepts related to spectrophotometry in the UV-Vis range and the PCA chemometric method. The materials used are easily accessible, and UV-Vis spectroscopy equipment is less expensive in comparison with other spectroscopy methods.http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-40422016000200245&lng=en&tlng=enPCAred cabbagebuffer solutiondidactic experiment
collection DOAJ
language English
format Article
sources DOAJ
author Leonardo Valderrama
Vassula Belinato Paiva
Paulo Henrique Março
Patrícia Valderrama
spellingShingle Leonardo Valderrama
Vassula Belinato Paiva
Paulo Henrique Março
Patrícia Valderrama
PROPOSTA EXPERIMENTAL DIDÁTICA PARA O ENSINO DE ANÁLISE DE COMPONENTES PRINCIPAIS
Química Nova
PCA
red cabbage
buffer solution
didactic experiment
author_facet Leonardo Valderrama
Vassula Belinato Paiva
Paulo Henrique Março
Patrícia Valderrama
author_sort Leonardo Valderrama
title PROPOSTA EXPERIMENTAL DIDÁTICA PARA O ENSINO DE ANÁLISE DE COMPONENTES PRINCIPAIS
title_short PROPOSTA EXPERIMENTAL DIDÁTICA PARA O ENSINO DE ANÁLISE DE COMPONENTES PRINCIPAIS
title_full PROPOSTA EXPERIMENTAL DIDÁTICA PARA O ENSINO DE ANÁLISE DE COMPONENTES PRINCIPAIS
title_fullStr PROPOSTA EXPERIMENTAL DIDÁTICA PARA O ENSINO DE ANÁLISE DE COMPONENTES PRINCIPAIS
title_full_unstemmed PROPOSTA EXPERIMENTAL DIDÁTICA PARA O ENSINO DE ANÁLISE DE COMPONENTES PRINCIPAIS
title_sort proposta experimental didática para o ensino de análise de componentes principais
publisher Sociedade Brasileira de Química
series Química Nova
issn 1678-7064
publishDate 2016-02-01
description Principal component analysis (PCA) is a chemometric method that allows for the extraction of chemical information that would otherwise be impossible to determine. Teaching chemometrics to undergraduates can contribute to the overall professional development and training of new teachers, whose profiles have been gaining attention due to the current demand for data interpretation. In this study, a didactic experiment involving PCA is proposed. Spectrophotometry was used in the ultraviolet-visible (UV-Vis) region to assess the behavior of anthocyanins extracted from red cabbage at different pH values. The results suggest the possible separation of anthocyanin structures into three distinct groups, according to their chemical characteristics displayed in acid, neutral, and basic media. The objective is to develop educational materials targeted to undergraduate courses, which encompass a larger number of concepts and introduce instrumental techniques currently being employed in both academic research and the industrial sector. Specifically, the proposed experiment introduces concepts related to spectrophotometry in the UV-Vis range and the PCA chemometric method. The materials used are easily accessible, and UV-Vis spectroscopy equipment is less expensive in comparison with other spectroscopy methods.
topic PCA
red cabbage
buffer solution
didactic experiment
url http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-40422016000200245&lng=en&tlng=en
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