Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue
Autor(a) principal: | |
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Data de Publicação: | 2014 |
Outros Autores: | , , , |
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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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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1817551893821390848 |