Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.

Detalhes bibliográficos
Autor(a) principal: MALEGORI, C.
Data de Publicação: 2016
Outros Autores: GRASSI, S., MARQUES, E. J. N., FREITAS, S. T. de, CASIRAGHI, E.
Tipo de documento: Artigo
Idioma: fra
Título da fonte: Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
Texto Completo: http://www.alice.cnptia.embrapa.br/alice/handle/doc/1061202
Resumo: The study aims at developing a methodology for qualitative mapping of nutraceutical compounds in fruit by near infrared hyperspectral imaging (NIR-HSI), focusing on vitamin C mapping in acerola (Malpighia emarginata D.C.), a Brazilian super-fruit characterised by its high content of ascorbic acid. Despite the fact that the spectral approach has often been applied to agricultural crops, research on acerola is very limited. So far, it is known that ascorbic acid decreases in acerola during ripening, but there is no information about its distribution in the fruit from green to red ripe maturity stages. Towards this aim, hyperspectral images of ten sliced acerola, picked at three maturity stages, were acquired using a SisuChema NIR-HSI system. On the pre-processed images, combined in a omprehensive matrix, principal component analysis was computed to select relevant components for classical least square (CLS) regression. CLS allowed distribution maps of ascorbic acid to be obtained (non-negativity, LOF = 1.9%), using, as reference spectra, acerola juices enriched with 0% and 5% of vitamin C powder. The pixels correlated with 5%-enriched juice showed a reduction from 29% to 6.5% according to colour changes, confirming a vitamin C decrease along the ripening stages. These results demonstrated the reliability of NIR-HSI for the evaluation of vitamin C distribution inside the different acerola areas. The presented approach presents the basis for qualitative mapping of nutraceutical compounds in fruits.
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spelling Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.Imagem hiperspectral no infravermelho próximo (NIR-HSI)Hiperespectral do infravermelhoQuadrante mínimo clássico (CLS)Classical least squareNear infrared hyperspectral imagingAcerolaVitamina CMalpighia emarginataThe study aims at developing a methodology for qualitative mapping of nutraceutical compounds in fruit by near infrared hyperspectral imaging (NIR-HSI), focusing on vitamin C mapping in acerola (Malpighia emarginata D.C.), a Brazilian super-fruit characterised by its high content of ascorbic acid. Despite the fact that the spectral approach has often been applied to agricultural crops, research on acerola is very limited. So far, it is known that ascorbic acid decreases in acerola during ripening, but there is no information about its distribution in the fruit from green to red ripe maturity stages. Towards this aim, hyperspectral images of ten sliced acerola, picked at three maturity stages, were acquired using a SisuChema NIR-HSI system. On the pre-processed images, combined in a omprehensive matrix, principal component analysis was computed to select relevant components for classical least square (CLS) regression. CLS allowed distribution maps of ascorbic acid to be obtained (non-negativity, LOF = 1.9%), using, as reference spectra, acerola juices enriched with 0% and 5% of vitamin C powder. The pixels correlated with 5%-enriched juice showed a reduction from 29% to 6.5% according to colour changes, confirming a vitamin C decrease along the ripening stages. These results demonstrated the reliability of NIR-HSI for the evaluation of vitamin C distribution inside the different acerola areas. The presented approach presents the basis for qualitative mapping of nutraceutical compounds in fruits.CRISTINA MALEGORI, DeFENS Department of Food, Environmental and Nutritional Sciences, Università degli Studi di Milano, Milano, Italy; SILVIA GRASSI, DeFENS Department of Food, Environmental and Nutritional Sciences, Università degli Studi di Milano, Milano, Italy; EMANUEL JOSÉ NASCIMENTO MARQUES, UFPE; SERGIO TONETTO DE FREITAS, CPATSA; ERNESTINA CASIRAGHI, DeFENS Department of Food, Environmental and Nutritional Sciences, Università degli Studi di Milano, Milano, Italy.MALEGORI, C.GRASSI, S.MARQUES, E. J. N.FREITAS, S. T. deCASIRAGHI, E.2017-01-19T11:11:11Z2017-01-19T11:11:11Z2017-01-1920162017-01-31T11:11:11Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleJournal of Spectral Imaging, v. 5/6, p. 1-4, dec. 2016.http://www.alice.cnptia.embrapa.br/alice/handle/doc/1061202frainfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)instacron:EMBRAPA2017-08-16T04:04:40Zoai:www.alice.cnptia.embrapa.br:doc/1061202Repositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestopendoar:21542017-08-16T04:04:40falseRepositório InstitucionalPUBhttps://www.alice.cnptia.embrapa.br/oai/requestcg-riaa@embrapa.bropendoar:21542017-08-16T04:04:40Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)false
dc.title.none.fl_str_mv Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.
title Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.
spellingShingle Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.
MALEGORI, C.
Imagem hiperspectral no infravermelho próximo (NIR-HSI)
Hiperespectral do infravermelho
Quadrante mínimo clássico (CLS)
Classical least square
Near infrared hyperspectral imaging
Acerola
Vitamina C
Malpighia emarginata
title_short Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.
title_full Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.
title_fullStr Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.
title_full_unstemmed Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.
title_sort Vitamin C distribution in acerola fruit by near infrared hyperspectral imaging.
author MALEGORI, C.
author_facet MALEGORI, C.
GRASSI, S.
MARQUES, E. J. N.
FREITAS, S. T. de
CASIRAGHI, E.
author_role author
author2 GRASSI, S.
MARQUES, E. J. N.
FREITAS, S. T. de
CASIRAGHI, E.
author2_role author
author
author
author
dc.contributor.none.fl_str_mv CRISTINA MALEGORI, DeFENS Department of Food, Environmental and Nutritional Sciences, Università degli Studi di Milano, Milano, Italy; SILVIA GRASSI, DeFENS Department of Food, Environmental and Nutritional Sciences, Università degli Studi di Milano, Milano, Italy; EMANUEL JOSÉ NASCIMENTO MARQUES, UFPE; SERGIO TONETTO DE FREITAS, CPATSA; ERNESTINA CASIRAGHI, DeFENS Department of Food, Environmental and Nutritional Sciences, Università degli Studi di Milano, Milano, Italy.
dc.contributor.author.fl_str_mv MALEGORI, C.
GRASSI, S.
MARQUES, E. J. N.
FREITAS, S. T. de
CASIRAGHI, E.
dc.subject.por.fl_str_mv Imagem hiperspectral no infravermelho próximo (NIR-HSI)
Hiperespectral do infravermelho
Quadrante mínimo clássico (CLS)
Classical least square
Near infrared hyperspectral imaging
Acerola
Vitamina C
Malpighia emarginata
topic Imagem hiperspectral no infravermelho próximo (NIR-HSI)
Hiperespectral do infravermelho
Quadrante mínimo clássico (CLS)
Classical least square
Near infrared hyperspectral imaging
Acerola
Vitamina C
Malpighia emarginata
description The study aims at developing a methodology for qualitative mapping of nutraceutical compounds in fruit by near infrared hyperspectral imaging (NIR-HSI), focusing on vitamin C mapping in acerola (Malpighia emarginata D.C.), a Brazilian super-fruit characterised by its high content of ascorbic acid. Despite the fact that the spectral approach has often been applied to agricultural crops, research on acerola is very limited. So far, it is known that ascorbic acid decreases in acerola during ripening, but there is no information about its distribution in the fruit from green to red ripe maturity stages. Towards this aim, hyperspectral images of ten sliced acerola, picked at three maturity stages, were acquired using a SisuChema NIR-HSI system. On the pre-processed images, combined in a omprehensive matrix, principal component analysis was computed to select relevant components for classical least square (CLS) regression. CLS allowed distribution maps of ascorbic acid to be obtained (non-negativity, LOF = 1.9%), using, as reference spectra, acerola juices enriched with 0% and 5% of vitamin C powder. The pixels correlated with 5%-enriched juice showed a reduction from 29% to 6.5% according to colour changes, confirming a vitamin C decrease along the ripening stages. These results demonstrated the reliability of NIR-HSI for the evaluation of vitamin C distribution inside the different acerola areas. The presented approach presents the basis for qualitative mapping of nutraceutical compounds in fruits.
publishDate 2016
dc.date.none.fl_str_mv 2016
2017-01-19T11:11:11Z
2017-01-19T11:11:11Z
2017-01-19
2017-01-31T11:11:11Z
dc.type.driver.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv Journal of Spectral Imaging, v. 5/6, p. 1-4, dec. 2016.
http://www.alice.cnptia.embrapa.br/alice/handle/doc/1061202
identifier_str_mv Journal of Spectral Imaging, v. 5/6, p. 1-4, dec. 2016.
url http://www.alice.cnptia.embrapa.br/alice/handle/doc/1061202
dc.language.iso.fl_str_mv fra
language fra
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv reponame:Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
instname:Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
instacron:EMBRAPA
instname_str Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
instacron_str EMBRAPA
institution EMBRAPA
reponame_str Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
collection Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice)
repository.name.fl_str_mv Repositório Institucional da EMBRAPA (Repository Open Access to Scientific Information from EMBRAPA - Alice) - Empresa Brasileira de Pesquisa Agropecuária (Embrapa)
repository.mail.fl_str_mv cg-riaa@embrapa.br
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