Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Makino, Yoshio, Amino, Genki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
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
_version_ 1783593893192794112
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