An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk
Autor(a) principal: | |
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Data de Publicação: | 2009 |
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/10198/1029 |
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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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 |
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 |
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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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1799135145789227008 |