Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts

Detalhes bibliográficos
Autor(a) principal: Nogales-Bueno, Julio
Data de Publicação: 2019
Outros Autores: Feliz, Luis, Baca-Bocanegra, Berta, Hernandez-Hierro, José Miguel, Heredia, Francisco José, Barroso, João Mota, Rato, Ana Elisa
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10174/26819
https://doi.org/doi.org/10.1016/j.talanta.2019.120189
Resumo: Walnut fruit (Juglans regia L.) is an internationally well-known product with an important tradition of consumption. Its health benefits and economic importance in the food industry make this nut an interesting research topic. In this feasibility study, 200 walnut samples of 5 different varieties were collected and their near infrared (NIR) spectra were recorded with 3 different devices: a benchtop Fourier transform near infrared (FT-NIR) spectrograph, a dispersive hyperspectral imaging camera and a portable NIR dispersive spectrograph. Discriminant analyses were applied and different methods for the varietal discrimination of walnuts were obtained and compared. Up to 96 and 84% of correct identification were respectively obtained in internal (training set) and external validations. Better results were obtained covering the entire shell surface than collecting a unique random spectrum per sample. Moreover, FT-NIR and hyperspectral tools produced classification models with a lower classification error in internal and external validations than the portable NIR one.
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spelling Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnutsNear infrared hyperspectral imagingWalnutsChemometricsDiscriminant analysisFT-NIRPortable MicroNIRWalnut fruit (Juglans regia L.) is an internationally well-known product with an important tradition of consumption. Its health benefits and economic importance in the food industry make this nut an interesting research topic. In this feasibility study, 200 walnut samples of 5 different varieties were collected and their near infrared (NIR) spectra were recorded with 3 different devices: a benchtop Fourier transform near infrared (FT-NIR) spectrograph, a dispersive hyperspectral imaging camera and a portable NIR dispersive spectrograph. Discriminant analyses were applied and different methods for the varietal discrimination of walnuts were obtained and compared. Up to 96 and 84% of correct identification were respectively obtained in internal (training set) and external validations. Better results were obtained covering the entire shell surface than collecting a unique random spectrum per sample. Moreover, FT-NIR and hyperspectral tools produced classification models with a lower classification error in internal and external validations than the portable NIR one.Elsevier2020-02-06T09:26:31Z2020-02-062019-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10174/26819http://hdl.handle.net/10174/26819https://doi.org/doi.org/10.1016/j.talanta.2019.120189porNogales-Bueno J, Feliz L, Baca-Bocanegra B, et al. Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts. Talanta. 2020;206:120189. Doi:10.1016/J.TALANTA.2019.120189https://www.sciencedirect.com/science/article/pii/S0039914019308227?via%3DihubTalantajulionogales@us.esndndndndjmmb@uevora.ptaerato@uevora.pt582Nogales-Bueno, JulioFeliz, LuisBaca-Bocanegra, BertaHernandez-Hierro, José MiguelHeredia, Francisco JoséBarroso, João MotaRato, Ana Elisainfo: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:RCAAP2024-01-03T19:21:19Zoai:dspace.uevora.pt:10174/26819Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T01:16:48.086966Repositório 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 Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts
title Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts
spellingShingle Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts
Nogales-Bueno, Julio
Near infrared hyperspectral imaging
Walnuts
Chemometrics
Discriminant analysis
FT-NIR
Portable MicroNIR
title_short Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts
title_full Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts
title_fullStr Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts
title_full_unstemmed Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts
title_sort Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts
author Nogales-Bueno, Julio
author_facet Nogales-Bueno, Julio
Feliz, Luis
Baca-Bocanegra, Berta
Hernandez-Hierro, José Miguel
Heredia, Francisco José
Barroso, João Mota
Rato, Ana Elisa
author_role author
author2 Feliz, Luis
Baca-Bocanegra, Berta
Hernandez-Hierro, José Miguel
Heredia, Francisco José
Barroso, João Mota
Rato, Ana Elisa
author2_role author
author
author
author
author
author
dc.contributor.author.fl_str_mv Nogales-Bueno, Julio
Feliz, Luis
Baca-Bocanegra, Berta
Hernandez-Hierro, José Miguel
Heredia, Francisco José
Barroso, João Mota
Rato, Ana Elisa
dc.subject.por.fl_str_mv Near infrared hyperspectral imaging
Walnuts
Chemometrics
Discriminant analysis
FT-NIR
Portable MicroNIR
topic Near infrared hyperspectral imaging
Walnuts
Chemometrics
Discriminant analysis
FT-NIR
Portable MicroNIR
description Walnut fruit (Juglans regia L.) is an internationally well-known product with an important tradition of consumption. Its health benefits and economic importance in the food industry make this nut an interesting research topic. In this feasibility study, 200 walnut samples of 5 different varieties were collected and their near infrared (NIR) spectra were recorded with 3 different devices: a benchtop Fourier transform near infrared (FT-NIR) spectrograph, a dispersive hyperspectral imaging camera and a portable NIR dispersive spectrograph. Discriminant analyses were applied and different methods for the varietal discrimination of walnuts were obtained and compared. Up to 96 and 84% of correct identification were respectively obtained in internal (training set) and external validations. Better results were obtained covering the entire shell surface than collecting a unique random spectrum per sample. Moreover, FT-NIR and hyperspectral tools produced classification models with a lower classification error in internal and external validations than the portable NIR one.
publishDate 2019
dc.date.none.fl_str_mv 2019-01-01T00:00:00Z
2020-02-06T09:26:31Z
2020-02-06
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/10174/26819
http://hdl.handle.net/10174/26819
https://doi.org/doi.org/10.1016/j.talanta.2019.120189
url http://hdl.handle.net/10174/26819
https://doi.org/doi.org/10.1016/j.talanta.2019.120189
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv Nogales-Bueno J, Feliz L, Baca-Bocanegra B, et al. Comparative study on the use of three different near infrared spectroscopy recording methodologies for varietal discrimination of walnuts. Talanta. 2020;206:120189. Doi:10.1016/J.TALANTA.2019.120189
https://www.sciencedirect.com/science/article/pii/S0039914019308227?via%3Dihub
Talanta
julionogales@us.es
nd
nd
nd
nd
jmmb@uevora.pt
aerato@uevora.pt
582
dc.rights.driver.fl_str_mv info:eu-repo/semantics/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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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
repository.mail.fl_str_mv
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