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

Detalhes bibliográficos
Autor(a) principal: Dias, Luís G.
Data de Publicação: 2014
Outros Autores: Sequeira, Cédric, Veloso, Ana C. A., Sousa, Mara E. B. C., Peres, A. 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/1822/31593
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 ≤ 74. 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 algorithmScience & TechnologyOverconsumption 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 ≤ 74. So, the proposed electronic tongue could be used as a practical, fast, low-cost and green tool for beverage’s healthy and sensory evaluation.This work was partially co-financed by FCT and FEDER under Program COMPETE (Project PEst-C/EQB/LA0020/2013); by the Strategic Project PEst-OE/EQB/LA0023/2013 and by the project ref. RECI/BBB-EBI/0179/2012 (project number FCOMP-01-0124-FEDER-027462) funded by Fundacao para a Ciencia e a Tecnologia.ElsevierUniversidade do MinhoDias, Luís G.Sequeira, CédricVeloso, Ana C. A.Sousa, Mara E. B. C.Peres, A. M.20142014-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/31593engDias, Luís G.; Sequeira, Cédric; Veloso, Ana C. A.; Sousa, Mara E. B. C.; Peres, António M., Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue. Analytica Chimica Acta, 848, 32-42, 20140003-26701873-432410.1016/j.aca.2014.08.00325263114info: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:RCAAP2023-07-21T12:42:38Zoai:repositorium.sdum.uminho.pt:1822/31593Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:39:53.405536Repositório 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, Luís G.
Sugar sweetened beverages
Glycemic load
Fructose-intolerance index
Electronic tongue
Linear discriminant analysis
Simulated annealing algorithm
Science & Technology
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, Luís G.
author_facet Dias, Luís G.
Sequeira, Cédric
Veloso, Ana C. A.
Sousa, Mara E. B. C.
Peres, A. M.
author_role author
author2 Sequeira, Cédric
Veloso, Ana C. A.
Sousa, Mara E. B. C.
Peres, A. M.
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Dias, Luís G.
Sequeira, Cédric
Veloso, Ana C. A.
Sousa, Mara E. B. C.
Peres, A. M.
dc.subject.por.fl_str_mv Sugar sweetened beverages
Glycemic load
Fructose-intolerance index
Electronic tongue
Linear discriminant analysis
Simulated annealing algorithm
Science & Technology
topic Sugar sweetened beverages
Glycemic load
Fructose-intolerance index
Electronic tongue
Linear discriminant analysis
Simulated annealing algorithm
Science & Technology
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 ≤ 74. 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
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/1822/31593
url http://hdl.handle.net/1822/31593
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., Evaluation of healthy and sensory indexes of sweetened beverages using an electronic tongue. Analytica Chimica Acta, 848, 32-42, 2014
0003-2670
1873-4324
10.1016/j.aca.2014.08.003
25263114
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
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collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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