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Field Application of a Vis/NIR Hyperspectral Imaging System for Nondestructive Evaluation of Physicochemical Properties in ‘Madoka’ Peaches

Extensive research has been performed on the in-field nondestructive evaluation (NDE) of the physicochemical properties of ‘Madoka’ peaches, such as chromaticity (a*), soluble solids content (SSC), firmness, and titratable acidity (TA) content. To accomplish this, a snapshot-based hyperspectral imag...

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Autores principales: Jang, Kyeong Eun, Kim, Geonwoo, Shin, Mi Hee, Cho, Jung Gun, Jeong, Jae Hoon, Lee, Seul Ki, Kang, Dongyoung, Kim, Jin Gook
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9460469/
https://www.ncbi.nlm.nih.gov/pubmed/36079708
http://dx.doi.org/10.3390/plants11172327
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author Jang, Kyeong Eun
Kim, Geonwoo
Shin, Mi Hee
Cho, Jung Gun
Jeong, Jae Hoon
Lee, Seul Ki
Kang, Dongyoung
Kim, Jin Gook
author_facet Jang, Kyeong Eun
Kim, Geonwoo
Shin, Mi Hee
Cho, Jung Gun
Jeong, Jae Hoon
Lee, Seul Ki
Kang, Dongyoung
Kim, Jin Gook
author_sort Jang, Kyeong Eun
collection PubMed
description Extensive research has been performed on the in-field nondestructive evaluation (NDE) of the physicochemical properties of ‘Madoka’ peaches, such as chromaticity (a*), soluble solids content (SSC), firmness, and titratable acidity (TA) content. To accomplish this, a snapshot-based hyperspectral imaging (HSI) approach for filed application was conducted in the visible and near-infrared (Vis/NIR) region. The hyperspectral images of ‘Madoka’ samples were captured and combined with commercial HSI analysis software, and then the physicochemical properties of the ‘Madoka’ samples were predicted. To verify the performance of the field-based HSI application, a lab-based HSI application was also conducted, and their coefficient of determination values (R(2)) were compared. Finally, pixel-based chemical images were produced to interpret the dynamic changes of the physicochemical properties in ‘Madoka’ peach. Consequently, the a* values and SSC content shows statistically significant R(2) values (0.84). On the other hand, the firmness and TA content shows relatively lower accuracy (R(2) = 0.6 to 0.7). Then, the resultant chemical images of the a* values and SSC content were created and could represent their different levels using grey scale gradation. This indicates that the HSI system with integrated HSI software used in this work has promising potential as an in-field NDE for analyzing the physicochemical properties in ‘Madoka’ peaches.
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spelling pubmed-94604692022-09-10 Field Application of a Vis/NIR Hyperspectral Imaging System for Nondestructive Evaluation of Physicochemical Properties in ‘Madoka’ Peaches Jang, Kyeong Eun Kim, Geonwoo Shin, Mi Hee Cho, Jung Gun Jeong, Jae Hoon Lee, Seul Ki Kang, Dongyoung Kim, Jin Gook Plants (Basel) Article Extensive research has been performed on the in-field nondestructive evaluation (NDE) of the physicochemical properties of ‘Madoka’ peaches, such as chromaticity (a*), soluble solids content (SSC), firmness, and titratable acidity (TA) content. To accomplish this, a snapshot-based hyperspectral imaging (HSI) approach for filed application was conducted in the visible and near-infrared (Vis/NIR) region. The hyperspectral images of ‘Madoka’ samples were captured and combined with commercial HSI analysis software, and then the physicochemical properties of the ‘Madoka’ samples were predicted. To verify the performance of the field-based HSI application, a lab-based HSI application was also conducted, and their coefficient of determination values (R(2)) were compared. Finally, pixel-based chemical images were produced to interpret the dynamic changes of the physicochemical properties in ‘Madoka’ peach. Consequently, the a* values and SSC content shows statistically significant R(2) values (0.84). On the other hand, the firmness and TA content shows relatively lower accuracy (R(2) = 0.6 to 0.7). Then, the resultant chemical images of the a* values and SSC content were created and could represent their different levels using grey scale gradation. This indicates that the HSI system with integrated HSI software used in this work has promising potential as an in-field NDE for analyzing the physicochemical properties in ‘Madoka’ peaches. MDPI 2022-09-05 /pmc/articles/PMC9460469/ /pubmed/36079708 http://dx.doi.org/10.3390/plants11172327 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Jang, Kyeong Eun
Kim, Geonwoo
Shin, Mi Hee
Cho, Jung Gun
Jeong, Jae Hoon
Lee, Seul Ki
Kang, Dongyoung
Kim, Jin Gook
Field Application of a Vis/NIR Hyperspectral Imaging System for Nondestructive Evaluation of Physicochemical Properties in ‘Madoka’ Peaches
title Field Application of a Vis/NIR Hyperspectral Imaging System for Nondestructive Evaluation of Physicochemical Properties in ‘Madoka’ Peaches
title_full Field Application of a Vis/NIR Hyperspectral Imaging System for Nondestructive Evaluation of Physicochemical Properties in ‘Madoka’ Peaches
title_fullStr Field Application of a Vis/NIR Hyperspectral Imaging System for Nondestructive Evaluation of Physicochemical Properties in ‘Madoka’ Peaches
title_full_unstemmed Field Application of a Vis/NIR Hyperspectral Imaging System for Nondestructive Evaluation of Physicochemical Properties in ‘Madoka’ Peaches
title_short Field Application of a Vis/NIR Hyperspectral Imaging System for Nondestructive Evaluation of Physicochemical Properties in ‘Madoka’ Peaches
title_sort field application of a vis/nir hyperspectral imaging system for nondestructive evaluation of physicochemical properties in ‘madoka’ peaches
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9460469/
https://www.ncbi.nlm.nih.gov/pubmed/36079708
http://dx.doi.org/10.3390/plants11172327
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