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Infrared Spectroscopy and Chemometric Applications for the Qualitative and Quantitative Investigation of Grapevine Organs

The fourth agricultural revolution is leading us into a time of using data science as a tool to implement precision viticulture. Infrared spectroscopy provides the means for rapid and large-scale data collection to achieve this goal. The non-invasive applications of infrared spectroscopy in grapevin...

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Autores principales: van Wyngaard, Elizma, Blancquaert, Erna, Nieuwoudt, Hélène, Aleixandre-Tudo, Jose Luis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8448193/
https://www.ncbi.nlm.nih.gov/pubmed/34539716
http://dx.doi.org/10.3389/fpls.2021.723247
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author van Wyngaard, Elizma
Blancquaert, Erna
Nieuwoudt, Hélène
Aleixandre-Tudo, Jose Luis
author_facet van Wyngaard, Elizma
Blancquaert, Erna
Nieuwoudt, Hélène
Aleixandre-Tudo, Jose Luis
author_sort van Wyngaard, Elizma
collection PubMed
description The fourth agricultural revolution is leading us into a time of using data science as a tool to implement precision viticulture. Infrared spectroscopy provides the means for rapid and large-scale data collection to achieve this goal. The non-invasive applications of infrared spectroscopy in grapevines are still in its infancy, but recent studies have reported its feasibility. This review examines near infrared and mid infrared spectroscopy for the qualitative and quantitative investigation of intact grapevine organs. Qualitative applications, with the focus on using spectral data for categorization purposes, is discussed. The quantitative applications discussed in this review focuses on the methods associated with carbohydrates, nitrogen, and amino acids, using both invasive and non-invasive means of sample measurement. Few studies have investigated the use of infrared spectroscopy for the direct measurement of intact, fresh, and unfrozen grapevine organs such as berries or leaves, and these studies are examined in depth. The chemometric procedures associated with qualitative and quantitative infrared techniques are discussed, followed by the critical evaluation of the future prospects that could be expected in the field.
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spelling pubmed-84481932021-09-18 Infrared Spectroscopy and Chemometric Applications for the Qualitative and Quantitative Investigation of Grapevine Organs van Wyngaard, Elizma Blancquaert, Erna Nieuwoudt, Hélène Aleixandre-Tudo, Jose Luis Front Plant Sci Plant Science The fourth agricultural revolution is leading us into a time of using data science as a tool to implement precision viticulture. Infrared spectroscopy provides the means for rapid and large-scale data collection to achieve this goal. The non-invasive applications of infrared spectroscopy in grapevines are still in its infancy, but recent studies have reported its feasibility. This review examines near infrared and mid infrared spectroscopy for the qualitative and quantitative investigation of intact grapevine organs. Qualitative applications, with the focus on using spectral data for categorization purposes, is discussed. The quantitative applications discussed in this review focuses on the methods associated with carbohydrates, nitrogen, and amino acids, using both invasive and non-invasive means of sample measurement. Few studies have investigated the use of infrared spectroscopy for the direct measurement of intact, fresh, and unfrozen grapevine organs such as berries or leaves, and these studies are examined in depth. The chemometric procedures associated with qualitative and quantitative infrared techniques are discussed, followed by the critical evaluation of the future prospects that could be expected in the field. Frontiers Media S.A. 2021-09-03 /pmc/articles/PMC8448193/ /pubmed/34539716 http://dx.doi.org/10.3389/fpls.2021.723247 Text en Copyright © 2021 van Wyngaard, Blancquaert, Nieuwoudt and Aleixandre-Tudo. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Plant Science
van Wyngaard, Elizma
Blancquaert, Erna
Nieuwoudt, Hélène
Aleixandre-Tudo, Jose Luis
Infrared Spectroscopy and Chemometric Applications for the Qualitative and Quantitative Investigation of Grapevine Organs
title Infrared Spectroscopy and Chemometric Applications for the Qualitative and Quantitative Investigation of Grapevine Organs
title_full Infrared Spectroscopy and Chemometric Applications for the Qualitative and Quantitative Investigation of Grapevine Organs
title_fullStr Infrared Spectroscopy and Chemometric Applications for the Qualitative and Quantitative Investigation of Grapevine Organs
title_full_unstemmed Infrared Spectroscopy and Chemometric Applications for the Qualitative and Quantitative Investigation of Grapevine Organs
title_short Infrared Spectroscopy and Chemometric Applications for the Qualitative and Quantitative Investigation of Grapevine Organs
title_sort infrared spectroscopy and chemometric applications for the qualitative and quantitative investigation of grapevine organs
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8448193/
https://www.ncbi.nlm.nih.gov/pubmed/34539716
http://dx.doi.org/10.3389/fpls.2021.723247
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