An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk

Detalhes bibliográficos
Autor(a) principal: Dias, L.G.
Data de Publicação: 2009
Outros Autores: Peres, António M., Veloso, Ana C.A., Reis, Filipa S., Vilas-Boas, Miguel, Machado, Adélio A.S.C.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10198/1029
Resumo: An electronic tongue with 36 cross-sensibility sensors was built allowing a successful recognition of the five basic taste standards, showing high sensibility to acid, salty and umami taste substances and lower performance to bitter and sweet tastes. The taste recognition capability was afterwards tested in the detection of goat milk adulteration with bovine milk, which is a problem for the dairy industry. This new methodology is an alternative to the classical analyticalmethods used to detect caprine milk adulterations with bovine milk, being a simpler, faster and economical procedure. The different signal profiles recorded by the e-tongue device together with linear discriminant analysis allowed the implementation of a model that could distinguish between rawskim milk groups (goat, cowand goat/cow) with an overall sensibility and specificity of 97% and 93%, respectively. Furthermore, cross-validation showed that the modelwas able to correct classify unknown milk samples with a sensibility and specificity of 87% and 70%, respectively. Additionally, the model robustness was confirmed since it correctly or incorrectly classified milk samples with, respectively, higher and lower probabilities than those that could be expected by chance.
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spelling An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milkElectronic tongueTaste standardsMilk adulterationCow milkGoat milkPrincipal component analysisLinear discriminant analysisAn electronic tongue with 36 cross-sensibility sensors was built allowing a successful recognition of the five basic taste standards, showing high sensibility to acid, salty and umami taste substances and lower performance to bitter and sweet tastes. The taste recognition capability was afterwards tested in the detection of goat milk adulteration with bovine milk, which is a problem for the dairy industry. This new methodology is an alternative to the classical analyticalmethods used to detect caprine milk adulterations with bovine milk, being a simpler, faster and economical procedure. The different signal profiles recorded by the e-tongue device together with linear discriminant analysis allowed the implementation of a model that could distinguish between rawskim milk groups (goat, cowand goat/cow) with an overall sensibility and specificity of 97% and 93%, respectively. Furthermore, cross-validation showed that the modelwas able to correct classify unknown milk samples with a sensibility and specificity of 87% and 70%, respectively. Additionally, the model robustness was confirmed since it correctly or incorrectly classified milk samples with, respectively, higher and lower probabilities than those that could be expected by chance.ElsevierBiblioteca Digital do IPBDias, L.G.Peres, António M.Veloso, Ana C.A.Reis, Filipa S.Vilas-Boas, MiguelMachado, Adélio A.S.C.2009-02-05T15:22:18Z20092009-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10198/1029engDias, L.G.; Peres, A.M.; Veloso, Ana C.A.; Reis, Filipa S.; Vilas-Boas, Miguel; Machado, A.A.S.C. (2009). An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk. Sensors and Actuators B: Chemical. ISSN 0925-4005. 136:1-2, p. 209-2170925-4005info: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:RCAAP2023-11-21T10:04:18Zoai:bibliotecadigital.ipb.pt:10198/1029Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:54:38.048935Repositório 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 An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk
title An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk
spellingShingle An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk
Dias, L.G.
Electronic tongue
Taste standards
Milk adulteration
Cow milk
Goat milk
Principal component analysis
Linear discriminant analysis
title_short An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk
title_full An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk
title_fullStr An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk
title_full_unstemmed An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk
title_sort An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk
author Dias, L.G.
author_facet Dias, L.G.
Peres, António M.
Veloso, Ana C.A.
Reis, Filipa S.
Vilas-Boas, Miguel
Machado, Adélio A.S.C.
author_role author
author2 Peres, António M.
Veloso, Ana C.A.
Reis, Filipa S.
Vilas-Boas, Miguel
Machado, Adélio A.S.C.
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Biblioteca Digital do IPB
dc.contributor.author.fl_str_mv Dias, L.G.
Peres, António M.
Veloso, Ana C.A.
Reis, Filipa S.
Vilas-Boas, Miguel
Machado, Adélio A.S.C.
dc.subject.por.fl_str_mv Electronic tongue
Taste standards
Milk adulteration
Cow milk
Goat milk
Principal component analysis
Linear discriminant analysis
topic Electronic tongue
Taste standards
Milk adulteration
Cow milk
Goat milk
Principal component analysis
Linear discriminant analysis
description An electronic tongue with 36 cross-sensibility sensors was built allowing a successful recognition of the five basic taste standards, showing high sensibility to acid, salty and umami taste substances and lower performance to bitter and sweet tastes. The taste recognition capability was afterwards tested in the detection of goat milk adulteration with bovine milk, which is a problem for the dairy industry. This new methodology is an alternative to the classical analyticalmethods used to detect caprine milk adulterations with bovine milk, being a simpler, faster and economical procedure. The different signal profiles recorded by the e-tongue device together with linear discriminant analysis allowed the implementation of a model that could distinguish between rawskim milk groups (goat, cowand goat/cow) with an overall sensibility and specificity of 97% and 93%, respectively. Furthermore, cross-validation showed that the modelwas able to correct classify unknown milk samples with a sensibility and specificity of 87% and 70%, respectively. Additionally, the model robustness was confirmed since it correctly or incorrectly classified milk samples with, respectively, higher and lower probabilities than those that could be expected by chance.
publishDate 2009
dc.date.none.fl_str_mv 2009-02-05T15:22:18Z
2009
2009-01-01T00:00:00Z
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/10198/1029
url http://hdl.handle.net/10198/1029
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Dias, L.G.; Peres, A.M.; Veloso, Ana C.A.; Reis, Filipa S.; Vilas-Boas, Miguel; Machado, A.A.S.C. (2009). An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk. Sensors and Actuators B: Chemical. ISSN 0925-4005. 136:1-2, p. 209-217
0925-4005
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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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)
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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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