VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’

Bibliographic Details
Main Author: Moraes J.C.V.*
Publication Date: 2023
Other Authors: Coser W.*, do Amarante C.V.T.*, Argenta L.C., de Freitas S.T., Steffens, Cristiano Andre
Format: Article
Language: eng
Source: Repositório Institucional da Udesc
Download full: https://repositorio.udesc.br/handle/UDESC/2573
Summary: © 2023, Sociedade Brasileira de Fruticultura. All rights reserved.Visible and near infrared (VIS-NIR) spectroscopy is a non-destructive, fast, practical and reliable technique to determine maturity and quality attributes in apple fruit. However, the effects of cultivar and growing conditions on the predictive performance of the equipment must be determined before its commercial application in the apple industry. This study was carried out to evaluate the efficiency of a VIS-NIR portable spectrometer for fast and non-destructive determination of quality attributes in apples of the ‘Gala’ group (‘Maxi Gala’, ‘Royal Gala’, ‘Imperial Gala’ and ‘Galaxy’) harvested in three commercial orchards (corresponding to the production sites: Vacaria, Fraiburgo and São Joaquim) in Southern Brazil. At the commercial harvest and after three months of cold storage (1.5 ± 0.3 ºC and relative humidity of 92 ± 2%), fruit were assessed in terms of spectral data in the wavelength range between 310 and 1100 nm with a VIS-NIR portable spectrometer. After collecting the spectral data, fruit were submitted to physicochemical analysis of dry matter (DM), soluble solids content (SSC), flesh firmness and texture. The calibration models were developed using three sets of spectral and physicochemical data: (1) without separating by cultivar and orchard; (2): separating by cultivar, regardless of orchard; (3): separating by cultivar and by orchard. The calibration models were obtained by the partial least squares (PLS) regression technique. The accuracy of the calibration models for each dataset was evaluated in the validation step considering the values of the relative root mean square error of cross-validation (RMSECVr ≤ 10%). Models developed for each cultivar in each orchard (location) were more accurate and efficient to assess DM, SSC and flesh firmness, compared to the models developed for each cultivar, regardless of orchard, or without separating by cultivar and by orchard. Therefore, VIS-NIR spectrometer is a promising tool for the rapid and non-destructive analysis of quality attributes in ‘Gala’ apples. However, the equipment must be calibrated for each cultivar (‘Maxi Gala’, ‘Royal Gala’, ‘Imperial Gala’ and ‘Galaxy’) and growing condition (orchard) in order to obtain more precise analyses of DM, SSC and flesh firmness in the fruit.
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spelling VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’© 2023, Sociedade Brasileira de Fruticultura. All rights reserved.Visible and near infrared (VIS-NIR) spectroscopy is a non-destructive, fast, practical and reliable technique to determine maturity and quality attributes in apple fruit. However, the effects of cultivar and growing conditions on the predictive performance of the equipment must be determined before its commercial application in the apple industry. This study was carried out to evaluate the efficiency of a VIS-NIR portable spectrometer for fast and non-destructive determination of quality attributes in apples of the ‘Gala’ group (‘Maxi Gala’, ‘Royal Gala’, ‘Imperial Gala’ and ‘Galaxy’) harvested in three commercial orchards (corresponding to the production sites: Vacaria, Fraiburgo and São Joaquim) in Southern Brazil. At the commercial harvest and after three months of cold storage (1.5 ± 0.3 ºC and relative humidity of 92 ± 2%), fruit were assessed in terms of spectral data in the wavelength range between 310 and 1100 nm with a VIS-NIR portable spectrometer. After collecting the spectral data, fruit were submitted to physicochemical analysis of dry matter (DM), soluble solids content (SSC), flesh firmness and texture. The calibration models were developed using three sets of spectral and physicochemical data: (1) without separating by cultivar and orchard; (2): separating by cultivar, regardless of orchard; (3): separating by cultivar and by orchard. The calibration models were obtained by the partial least squares (PLS) regression technique. The accuracy of the calibration models for each dataset was evaluated in the validation step considering the values of the relative root mean square error of cross-validation (RMSECVr ≤ 10%). Models developed for each cultivar in each orchard (location) were more accurate and efficient to assess DM, SSC and flesh firmness, compared to the models developed for each cultivar, regardless of orchard, or without separating by cultivar and by orchard. Therefore, VIS-NIR spectrometer is a promising tool for the rapid and non-destructive analysis of quality attributes in ‘Gala’ apples. However, the equipment must be calibrated for each cultivar (‘Maxi Gala’, ‘Royal Gala’, ‘Imperial Gala’ and ‘Galaxy’) and growing condition (orchard) in order to obtain more precise analyses of DM, SSC and flesh firmness in the fruit.2024-12-05T16:27:15Z2023info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article0100-294510.1590/0100-29452023660https://repositorio.udesc.br/handle/UDESC/2573Revista Brasileira de Fruticultura45Moraes J.C.V.*Coser W.*do Amarante C.V.T.*Argenta L.C.de Freitas S.T.Steffens, Cristiano Andreengreponame:Repositório Institucional da Udescinstname:Universidade do Estado de Santa Catarina (UDESC)instacron:UDESCinfo:eu-repo/semantics/openAccess2024-12-07T20:39:10Zoai:repositorio.udesc.br:UDESC/2573Biblioteca Digital de Teses e Dissertaçõeshttps://pergamumweb.udesc.br/biblioteca/index.phpPRIhttps://repositorio-api.udesc.br/server/oai/requestri@udesc.bropendoar:63912024-12-07T20:39:10Repositório Institucional da Udesc - Universidade do Estado de Santa Catarina (UDESC)false
dc.title.none.fl_str_mv VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’
title VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’
spellingShingle VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’
Moraes J.C.V.*
title_short VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’
title_full VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’
title_fullStr VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’
title_full_unstemmed VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’
title_sort VIS-NIR portable espectrometer for nondestructive assessment of maturity and quality of ‘Gala’ apples Espectrômetro VIS-NIR portátil para análise não destrutiva da maturação e qualidade de maçãs ‘Gala’
author Moraes J.C.V.*
author_facet Moraes J.C.V.*
Coser W.*
do Amarante C.V.T.*
Argenta L.C.
de Freitas S.T.
Steffens, Cristiano Andre
author_role author
author2 Coser W.*
do Amarante C.V.T.*
Argenta L.C.
de Freitas S.T.
Steffens, Cristiano Andre
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv Moraes J.C.V.*
Coser W.*
do Amarante C.V.T.*
Argenta L.C.
de Freitas S.T.
Steffens, Cristiano Andre
description © 2023, Sociedade Brasileira de Fruticultura. All rights reserved.Visible and near infrared (VIS-NIR) spectroscopy is a non-destructive, fast, practical and reliable technique to determine maturity and quality attributes in apple fruit. However, the effects of cultivar and growing conditions on the predictive performance of the equipment must be determined before its commercial application in the apple industry. This study was carried out to evaluate the efficiency of a VIS-NIR portable spectrometer for fast and non-destructive determination of quality attributes in apples of the ‘Gala’ group (‘Maxi Gala’, ‘Royal Gala’, ‘Imperial Gala’ and ‘Galaxy’) harvested in three commercial orchards (corresponding to the production sites: Vacaria, Fraiburgo and São Joaquim) in Southern Brazil. At the commercial harvest and after three months of cold storage (1.5 ± 0.3 ºC and relative humidity of 92 ± 2%), fruit were assessed in terms of spectral data in the wavelength range between 310 and 1100 nm with a VIS-NIR portable spectrometer. After collecting the spectral data, fruit were submitted to physicochemical analysis of dry matter (DM), soluble solids content (SSC), flesh firmness and texture. The calibration models were developed using three sets of spectral and physicochemical data: (1) without separating by cultivar and orchard; (2): separating by cultivar, regardless of orchard; (3): separating by cultivar and by orchard. The calibration models were obtained by the partial least squares (PLS) regression technique. The accuracy of the calibration models for each dataset was evaluated in the validation step considering the values of the relative root mean square error of cross-validation (RMSECVr ≤ 10%). Models developed for each cultivar in each orchard (location) were more accurate and efficient to assess DM, SSC and flesh firmness, compared to the models developed for each cultivar, regardless of orchard, or without separating by cultivar and by orchard. Therefore, VIS-NIR spectrometer is a promising tool for the rapid and non-destructive analysis of quality attributes in ‘Gala’ apples. However, the equipment must be calibrated for each cultivar (‘Maxi Gala’, ‘Royal Gala’, ‘Imperial Gala’ and ‘Galaxy’) and growing condition (orchard) in order to obtain more precise analyses of DM, SSC and flesh firmness in the fruit.
publishDate 2023
dc.date.none.fl_str_mv 2023
2024-12-05T16:27:15Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv 0100-2945
10.1590/0100-29452023660
https://repositorio.udesc.br/handle/UDESC/2573
identifier_str_mv 0100-2945
10.1590/0100-29452023660
url https://repositorio.udesc.br/handle/UDESC/2573
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Revista Brasileira de Fruticultura
45
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eu_rights_str_mv openAccess
dc.source.none.fl_str_mv reponame:Repositório Institucional da Udesc
instname:Universidade do Estado de Santa Catarina (UDESC)
instacron:UDESC
instname_str Universidade do Estado de Santa Catarina (UDESC)
instacron_str UDESC
institution UDESC
reponame_str Repositório Institucional da Udesc
collection Repositório Institucional da Udesc
repository.name.fl_str_mv Repositório Institucional da Udesc - Universidade do Estado de Santa Catarina (UDESC)
repository.mail.fl_str_mv ri@udesc.br
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