Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue

Detalhes bibliográficos
Autor(a) principal: Dias, L.G.
Data de Publicação: 2014
Outros Autores: Sequeira, Cédric Basílio, Veloso, Ana C.A., Sousa, Mara E.B.C., 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/10198/11817
Resumo: Overconsumption of sugar-sweetened beverages may increase the risk of health problems and so, the evaluation of their glycemic load and fructose-intolerance level is essential since it may allow establishing possible relations between physiologic effects of sugar-rich beverages and health. In this work, an electronic tongue was used to accurately classify beverages according to glycemic load (low, medium or high load) as well to their adequacy for people suffering from fructose malabsorption syndrome (tolerable or not): 100% of correct classifications (leave-one-out cross-validation) using linear discriminant models based on potentiomentric signals selected by a meta-heuristic simulated annealing algorithm. These results may be partially explained by the electronic tongue’s capability to mimic the human sweetness perception and total acid flavor of beverages, which can be related with glycemic load and fructose-intolerance index. Finally, the E-tongue was also applied to quantify, accurately, healthy and sensory indexes using multiple linear regression models (leave-one-out cross-validation: Radj > 0.99) in the following dynamic ranges: 4.7 < glycemic load <= 30; 0.4 < fructose intolerance index <= 1.5; 32 < sweetness perception < 155; 1.3 < total acid flavor, g L-1< 8.3; and, 5.8 < well-balanced flavor. So, the proposed electronic tongue could be used as a practical, fast, low-cost and green tool for beverage’s healthy and sensory evaluation.
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spelling Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongueSugar sweetened beveragesGlycemic loadFructose-intolerance indexElectronic tongueLinear discriminant analysisSimulated annealing algorithmOverconsumption of sugar-sweetened beverages may increase the risk of health problems and so, the evaluation of their glycemic load and fructose-intolerance level is essential since it may allow establishing possible relations between physiologic effects of sugar-rich beverages and health. In this work, an electronic tongue was used to accurately classify beverages according to glycemic load (low, medium or high load) as well to their adequacy for people suffering from fructose malabsorption syndrome (tolerable or not): 100% of correct classifications (leave-one-out cross-validation) using linear discriminant models based on potentiomentric signals selected by a meta-heuristic simulated annealing algorithm. These results may be partially explained by the electronic tongue’s capability to mimic the human sweetness perception and total acid flavor of beverages, which can be related with glycemic load and fructose-intolerance index. Finally, the E-tongue was also applied to quantify, accurately, healthy and sensory indexes using multiple linear regression models (leave-one-out cross-validation: Radj > 0.99) in the following dynamic ranges: 4.7 < glycemic load <= 30; 0.4 < fructose intolerance index <= 1.5; 32 < sweetness perception < 155; 1.3 < total acid flavor, g L-1< 8.3; and, 5.8 < well-balanced flavor. So, the proposed electronic tongue could be used as a practical, fast, low-cost and green tool for beverage’s healthy and sensory evaluation.ElsevierBiblioteca Digital do IPBDias, L.G.Sequeira, Cédric BasílioVeloso, Ana C.A.Sousa, Mara E.B.C.Peres, António M.2015-05-11T15:16:15Z20142014-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10198/11817engDias, Luís G.; Sequeira, Cédric; Veloso, Ana C.A.; Sousa, Mara E.B.C.; Peres, António M. (2014). Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue. Analytica Chimica Acta. 848, p. 32-420003-267010.1016/j.aca.2014.08.003info: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:RCAAP2023-11-21T10:27:50Zoai:bibliotecadigital.ipb.pt:10198/11817Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T23:02:18.039866Repositório 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 Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue
title Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue
spellingShingle Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue
Dias, L.G.
Sugar sweetened beverages
Glycemic load
Fructose-intolerance index
Electronic tongue
Linear discriminant analysis
Simulated annealing algorithm
title_short Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue
title_full Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue
title_fullStr Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue
title_full_unstemmed Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue
title_sort Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue
author Dias, L.G.
author_facet Dias, L.G.
Sequeira, Cédric Basílio
Veloso, Ana C.A.
Sousa, Mara E.B.C.
Peres, António M.
author_role author
author2 Sequeira, Cédric Basílio
Veloso, Ana C.A.
Sousa, Mara E.B.C.
Peres, António M.
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Biblioteca Digital do IPB
dc.contributor.author.fl_str_mv Dias, L.G.
Sequeira, Cédric Basílio
Veloso, Ana C.A.
Sousa, Mara E.B.C.
Peres, António M.
dc.subject.por.fl_str_mv Sugar sweetened beverages
Glycemic load
Fructose-intolerance index
Electronic tongue
Linear discriminant analysis
Simulated annealing algorithm
topic Sugar sweetened beverages
Glycemic load
Fructose-intolerance index
Electronic tongue
Linear discriminant analysis
Simulated annealing algorithm
description Overconsumption of sugar-sweetened beverages may increase the risk of health problems and so, the evaluation of their glycemic load and fructose-intolerance level is essential since it may allow establishing possible relations between physiologic effects of sugar-rich beverages and health. In this work, an electronic tongue was used to accurately classify beverages according to glycemic load (low, medium or high load) as well to their adequacy for people suffering from fructose malabsorption syndrome (tolerable or not): 100% of correct classifications (leave-one-out cross-validation) using linear discriminant models based on potentiomentric signals selected by a meta-heuristic simulated annealing algorithm. These results may be partially explained by the electronic tongue’s capability to mimic the human sweetness perception and total acid flavor of beverages, which can be related with glycemic load and fructose-intolerance index. Finally, the E-tongue was also applied to quantify, accurately, healthy and sensory indexes using multiple linear regression models (leave-one-out cross-validation: Radj > 0.99) in the following dynamic ranges: 4.7 < glycemic load <= 30; 0.4 < fructose intolerance index <= 1.5; 32 < sweetness perception < 155; 1.3 < total acid flavor, g L-1< 8.3; and, 5.8 < well-balanced flavor. So, the proposed electronic tongue could be used as a practical, fast, low-cost and green tool for beverage’s healthy and sensory evaluation.
publishDate 2014
dc.date.none.fl_str_mv 2014
2014-01-01T00:00:00Z
2015-05-11T15:16:15Z
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/10198/11817
url http://hdl.handle.net/10198/11817
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Dias, Luís G.; Sequeira, Cédric; Veloso, Ana C.A.; Sousa, Mara E.B.C.; Peres, António M. (2014). Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue. Analytica Chimica Acta. 848, p. 32-42
0003-2670
10.1016/j.aca.2014.08.003
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 Elsevier
publisher.none.fl_str_mv Elsevier
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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