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Digitization of Broccoli Freshness Integrating External Color and Mass Loss
Yellowing of green vegetables due to chlorophyll decomposition is a phenomenon indicating serious deterioration of freshness, and it is evaluated by measuring color space values. In contrast, mass reduction due to water loss is a deterioration of freshness observed in all horticultural crops. Theref...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7554949/ https://www.ncbi.nlm.nih.gov/pubmed/32947874 http://dx.doi.org/10.3390/foods9091305 |
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author | Makino, Yoshio Amino, Genki |
author_facet | Makino, Yoshio Amino, Genki |
author_sort | Makino, Yoshio |
collection | PubMed |
description | Yellowing of green vegetables due to chlorophyll decomposition is a phenomenon indicating serious deterioration of freshness, and it is evaluated by measuring color space values. In contrast, mass reduction due to water loss is a deterioration of freshness observed in all horticultural crops. Therefore, in this study, we propose a novel freshness evaluation index for green vegetables that combines the degree of greenness and mass loss. The green color retention rate was measured using a computer vision system, and the mass retention rate was measured by weighing. Linear discriminant analysis (LDA) was performed using both variables (greenness and mass) as covariates to obtain a single freshness evaluation value (first canonical variable). The correct classification of storage period length by LDA was 96%. Green color retention alone allowed for classification of storage durations between 0 day and 10 days, whereas LDA could classify storage durations between 0 day and 12 days. The novel freshness evaluation index proposed by this research, which integrates greenness and mass, has been shown to be more accurate than the conventional evaluation index that uses only greenness. |
format | Online Article Text |
id | pubmed-7554949 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75549492020-10-14 Digitization of Broccoli Freshness Integrating External Color and Mass Loss Makino, Yoshio Amino, Genki Foods Article Yellowing of green vegetables due to chlorophyll decomposition is a phenomenon indicating serious deterioration of freshness, and it is evaluated by measuring color space values. In contrast, mass reduction due to water loss is a deterioration of freshness observed in all horticultural crops. Therefore, in this study, we propose a novel freshness evaluation index for green vegetables that combines the degree of greenness and mass loss. The green color retention rate was measured using a computer vision system, and the mass retention rate was measured by weighing. Linear discriminant analysis (LDA) was performed using both variables (greenness and mass) as covariates to obtain a single freshness evaluation value (first canonical variable). The correct classification of storage period length by LDA was 96%. Green color retention alone allowed for classification of storage durations between 0 day and 10 days, whereas LDA could classify storage durations between 0 day and 12 days. The novel freshness evaluation index proposed by this research, which integrates greenness and mass, has been shown to be more accurate than the conventional evaluation index that uses only greenness. MDPI 2020-09-16 /pmc/articles/PMC7554949/ /pubmed/32947874 http://dx.doi.org/10.3390/foods9091305 Text en © 2020 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 Makino, Yoshio Amino, Genki Digitization of Broccoli Freshness Integrating External Color and Mass Loss |
title | Digitization of Broccoli Freshness Integrating External Color and Mass Loss |
title_full | Digitization of Broccoli Freshness Integrating External Color and Mass Loss |
title_fullStr | Digitization of Broccoli Freshness Integrating External Color and Mass Loss |
title_full_unstemmed | Digitization of Broccoli Freshness Integrating External Color and Mass Loss |
title_short | Digitization of Broccoli Freshness Integrating External Color and Mass Loss |
title_sort | digitization of broccoli freshness integrating external color and mass loss |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7554949/ https://www.ncbi.nlm.nih.gov/pubmed/32947874 http://dx.doi.org/10.3390/foods9091305 |
work_keys_str_mv | AT makinoyoshio digitizationofbroccolifreshnessintegratingexternalcolorandmassloss AT aminogenki digitizationofbroccolifreshnessintegratingexternalcolorandmassloss |