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Linking Tissue Damage to Hyperspectral Reflectance for Non-Invasive Monitoring of Apple Fruit in Orchards
Reflected light carries ample information about the biochemical composition, tissue architecture, and physiological condition of plants. Recent technical progress has paved the way for affordable imaging hyperspectrometers (IH) providing spatially resolved spectral information on plants on different...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7914439/ https://www.ncbi.nlm.nih.gov/pubmed/33562864 http://dx.doi.org/10.3390/plants10020310 |
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author | Solovchenko, Alexei Dorokhov, Alexei Shurygin, Boris Nikolenko, Alexandr Velichko, Vitaly Smirnov, Igor Khort, Dmitriy Aksenov, Aleksandr Kuzin, Andrey |
author_facet | Solovchenko, Alexei Dorokhov, Alexei Shurygin, Boris Nikolenko, Alexandr Velichko, Vitaly Smirnov, Igor Khort, Dmitriy Aksenov, Aleksandr Kuzin, Andrey |
author_sort | Solovchenko, Alexei |
collection | PubMed |
description | Reflected light carries ample information about the biochemical composition, tissue architecture, and physiological condition of plants. Recent technical progress has paved the way for affordable imaging hyperspectrometers (IH) providing spatially resolved spectral information on plants on different levels, from individual plant organs to communities. The extraction of sensible information from hyperspectral images is difficult due to inherent complexity of plant tissue and canopy optics, especially when recorded under ambient sunlight. We report on the changes in hyperspectral reflectance accompanying the accumulation of anthocyanins in healthy apple (cultivars Ligol, Gala, Golden Delicious) fruits as well as in fruits affected by pigment breakdown during sunscald development and phytopathogen attacks. The measurements made outdoors with a snapshot IH were compared with traditional “point-type” reflectance measured with a spectrophotometer under controlled illumination conditions. The spectra captured by the IH were suitable for processing using the approaches previously developed for “point-type” apple fruit and leaf reflectance spectra. The validity of this approach was tested by constructing a novel index mBRI (modified browning reflectance index) for detection of tissue damages on the background of the anthocyanin absorption. The index was suggested in the form of mBRI = (R(640)(−1) + R(800)(−1)) − R(678)(−1). Difficulties of the interpretation of fruit hyperspectral reflectance images recorded in situ are discussed with possible implications for plant physiology and precision horticulture practices. |
format | Online Article Text |
id | pubmed-7914439 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-79144392021-03-01 Linking Tissue Damage to Hyperspectral Reflectance for Non-Invasive Monitoring of Apple Fruit in Orchards Solovchenko, Alexei Dorokhov, Alexei Shurygin, Boris Nikolenko, Alexandr Velichko, Vitaly Smirnov, Igor Khort, Dmitriy Aksenov, Aleksandr Kuzin, Andrey Plants (Basel) Article Reflected light carries ample information about the biochemical composition, tissue architecture, and physiological condition of plants. Recent technical progress has paved the way for affordable imaging hyperspectrometers (IH) providing spatially resolved spectral information on plants on different levels, from individual plant organs to communities. The extraction of sensible information from hyperspectral images is difficult due to inherent complexity of plant tissue and canopy optics, especially when recorded under ambient sunlight. We report on the changes in hyperspectral reflectance accompanying the accumulation of anthocyanins in healthy apple (cultivars Ligol, Gala, Golden Delicious) fruits as well as in fruits affected by pigment breakdown during sunscald development and phytopathogen attacks. The measurements made outdoors with a snapshot IH were compared with traditional “point-type” reflectance measured with a spectrophotometer under controlled illumination conditions. The spectra captured by the IH were suitable for processing using the approaches previously developed for “point-type” apple fruit and leaf reflectance spectra. The validity of this approach was tested by constructing a novel index mBRI (modified browning reflectance index) for detection of tissue damages on the background of the anthocyanin absorption. The index was suggested in the form of mBRI = (R(640)(−1) + R(800)(−1)) − R(678)(−1). Difficulties of the interpretation of fruit hyperspectral reflectance images recorded in situ are discussed with possible implications for plant physiology and precision horticulture practices. MDPI 2021-02-05 /pmc/articles/PMC7914439/ /pubmed/33562864 http://dx.doi.org/10.3390/plants10020310 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Solovchenko, Alexei Dorokhov, Alexei Shurygin, Boris Nikolenko, Alexandr Velichko, Vitaly Smirnov, Igor Khort, Dmitriy Aksenov, Aleksandr Kuzin, Andrey Linking Tissue Damage to Hyperspectral Reflectance for Non-Invasive Monitoring of Apple Fruit in Orchards |
title | Linking Tissue Damage to Hyperspectral Reflectance for Non-Invasive Monitoring of Apple Fruit in Orchards |
title_full | Linking Tissue Damage to Hyperspectral Reflectance for Non-Invasive Monitoring of Apple Fruit in Orchards |
title_fullStr | Linking Tissue Damage to Hyperspectral Reflectance for Non-Invasive Monitoring of Apple Fruit in Orchards |
title_full_unstemmed | Linking Tissue Damage to Hyperspectral Reflectance for Non-Invasive Monitoring of Apple Fruit in Orchards |
title_short | Linking Tissue Damage to Hyperspectral Reflectance for Non-Invasive Monitoring of Apple Fruit in Orchards |
title_sort | linking tissue damage to hyperspectral reflectance for non-invasive monitoring of apple fruit in orchards |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7914439/ https://www.ncbi.nlm.nih.gov/pubmed/33562864 http://dx.doi.org/10.3390/plants10020310 |
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