Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition

Detalhes bibliográficos
Autor(a) principal: Dias, L.G.
Data de Publicação: 2016
Outros Autores: Alberto, Zelda Manuel Menezes, Veloso, Ana C.A., Peres, António M.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10198/14086
Resumo: Natural mineral waters (still), effervescent natural mineral waters (sparkling) and aromatized waters with fruit-flavors (still or sparkling) are an emerging market. In this work, the capability of a potentiometric electronic tongue, comprised with lipid polymeric membranes, to quantitatively estimate routinely quality physicochemical parameters (pH and conductivity) as well as to qualitatively classify water samples according to the type of water was evaluated. The study showed that a linear discriminant model, based on 21 sensors selected by the simulated annealing algorithm, could correctly classify 100 % of the water samples (leave-one out cross-validation). This potential was further demonstrated by applying a repeated K-fold cross-validation (guaranteeing that at least 15 % of independent samples were only used for internal-validation) for which 96 % of correct classifications were attained. The satisfactory recognition performance of the E-tongue could be attributed to the pH, conductivity, sugars and organic acids contents of the studied waters, which turned out in significant differences of sweetness perception indexes and total acid flavor. Moreover, the E-tongue combined with multivariate linear regression models, based on sub-sets of sensors selected by the simulated annealing algorithm, could accurately estimate water’s pH (25 sensors: R2 equal to 0.99 and 0.97 for leave-one-out or repeated K-folds cross-validation) and conductivity (23 sensors: R2 equal to 0.997 and 0.99 for leave-one-out or repeated K-folds cross-validation). So, the overall satisfactory results achieved, allow envisaging a potential future application of electronic tongue devices for bottled water analysis and classification.
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spelling Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognitionNatural mineral watersFruit-flavored watersFruit-flavored watersWater quality parametersElectronic tongueDiscriminant analysisNatural mineral waters (still), effervescent natural mineral waters (sparkling) and aromatized waters with fruit-flavors (still or sparkling) are an emerging market. In this work, the capability of a potentiometric electronic tongue, comprised with lipid polymeric membranes, to quantitatively estimate routinely quality physicochemical parameters (pH and conductivity) as well as to qualitatively classify water samples according to the type of water was evaluated. The study showed that a linear discriminant model, based on 21 sensors selected by the simulated annealing algorithm, could correctly classify 100 % of the water samples (leave-one out cross-validation). This potential was further demonstrated by applying a repeated K-fold cross-validation (guaranteeing that at least 15 % of independent samples were only used for internal-validation) for which 96 % of correct classifications were attained. The satisfactory recognition performance of the E-tongue could be attributed to the pH, conductivity, sugars and organic acids contents of the studied waters, which turned out in significant differences of sweetness perception indexes and total acid flavor. Moreover, the E-tongue combined with multivariate linear regression models, based on sub-sets of sensors selected by the simulated annealing algorithm, could accurately estimate water’s pH (25 sensors: R2 equal to 0.99 and 0.97 for leave-one-out or repeated K-folds cross-validation) and conductivity (23 sensors: R2 equal to 0.997 and 0.99 for leave-one-out or repeated K-folds cross-validation). So, the overall satisfactory results achieved, allow envisaging a potential future application of electronic tongue devices for bottled water analysis and classification.Fundação para a Cieˆncia e a Tecnologia (FCT) and the European Community fund FEDER, under the Program PT2020 (Project UID/EQU/50020/2013) and under the strategic funding of UID/BIO/04469/2013 unit.Springer VerlagBiblioteca Digital do IPBDias, L.G.Alberto, Zelda Manuel MenezesVeloso, Ana C.A.Peres, António M.2017-03-06T11:54:33Z20162016-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10198/14086engDias, L.G.; Alberto, Zelda; Veloso, Ana C. A.; Peres, António M. (2016). Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition. Journal of Food Measurement and Characterization. ISSN 2193-4126. 10, p. 264–2732193-412610.1007/s11694-015-9303-y2193-4134info: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:RCAAP2023-11-21T10:33:12Zoai:bibliotecadigital.ipb.pt:10198/14086Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T23:04:01.657949Repositório 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 Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition
title Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition
spellingShingle Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition
Dias, L.G.
Natural mineral waters
Fruit-flavored waters
Fruit-flavored waters
Water quality parameters
Electronic tongue
Discriminant analysis
title_short Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition
title_full Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition
title_fullStr Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition
title_full_unstemmed Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition
title_sort Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition
author Dias, L.G.
author_facet Dias, L.G.
Alberto, Zelda Manuel Menezes
Veloso, Ana C.A.
Peres, António M.
author_role author
author2 Alberto, Zelda Manuel Menezes
Veloso, Ana C.A.
Peres, António M.
author2_role author
author
author
dc.contributor.none.fl_str_mv Biblioteca Digital do IPB
dc.contributor.author.fl_str_mv Dias, L.G.
Alberto, Zelda Manuel Menezes
Veloso, Ana C.A.
Peres, António M.
dc.subject.por.fl_str_mv Natural mineral waters
Fruit-flavored waters
Fruit-flavored waters
Water quality parameters
Electronic tongue
Discriminant analysis
topic Natural mineral waters
Fruit-flavored waters
Fruit-flavored waters
Water quality parameters
Electronic tongue
Discriminant analysis
description Natural mineral waters (still), effervescent natural mineral waters (sparkling) and aromatized waters with fruit-flavors (still or sparkling) are an emerging market. In this work, the capability of a potentiometric electronic tongue, comprised with lipid polymeric membranes, to quantitatively estimate routinely quality physicochemical parameters (pH and conductivity) as well as to qualitatively classify water samples according to the type of water was evaluated. The study showed that a linear discriminant model, based on 21 sensors selected by the simulated annealing algorithm, could correctly classify 100 % of the water samples (leave-one out cross-validation). This potential was further demonstrated by applying a repeated K-fold cross-validation (guaranteeing that at least 15 % of independent samples were only used for internal-validation) for which 96 % of correct classifications were attained. The satisfactory recognition performance of the E-tongue could be attributed to the pH, conductivity, sugars and organic acids contents of the studied waters, which turned out in significant differences of sweetness perception indexes and total acid flavor. Moreover, the E-tongue combined with multivariate linear regression models, based on sub-sets of sensors selected by the simulated annealing algorithm, could accurately estimate water’s pH (25 sensors: R2 equal to 0.99 and 0.97 for leave-one-out or repeated K-folds cross-validation) and conductivity (23 sensors: R2 equal to 0.997 and 0.99 for leave-one-out or repeated K-folds cross-validation). So, the overall satisfactory results achieved, allow envisaging a potential future application of electronic tongue devices for bottled water analysis and classification.
publishDate 2016
dc.date.none.fl_str_mv 2016
2016-01-01T00:00:00Z
2017-03-06T11:54:33Z
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/10198/14086
url http://hdl.handle.net/10198/14086
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Dias, L.G.; Alberto, Zelda; Veloso, Ana C. A.; Peres, António M. (2016). Electronic tongue: a versatile tool for mineral and fruit-flavored waters recognition. Journal of Food Measurement and Characterization. ISSN 2193-4126. 10, p. 264–273
2193-4126
10.1007/s11694-015-9303-y
2193-4134
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 Springer Verlag
publisher.none.fl_str_mv Springer Verlag
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
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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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