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Robustness of Tomato Quality Evaluation Using a Portable Vis-SWNIRS for Dry Matter and Colour
The utility of a handheld visible-short wave near infrared spectrophotometer utilising an interactance optical geometry was assessed in context of the noninvasive determination of intact tomato dry matter content, as an index of final ripe soluble solids content, and colouration, as an index of matu...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5733216/ https://www.ncbi.nlm.nih.gov/pubmed/29333161 http://dx.doi.org/10.1155/2017/2863454 |
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author | Acharya, U. K. Subedi, P. P. Walsh, K. B. |
author_facet | Acharya, U. K. Subedi, P. P. Walsh, K. B. |
author_sort | Acharya, U. K. |
collection | PubMed |
description | The utility of a handheld visible-short wave near infrared spectrophotometer utilising an interactance optical geometry was assessed in context of the noninvasive determination of intact tomato dry matter content, as an index of final ripe soluble solids content, and colouration, as an index of maturation to guide a decision to harvest. Partial least squares regression model robustness was demonstrated through the use of populations of different harvest dates or growing conditions for calibration and prediction. Dry matter predictions of independent populations of fruit achieved R(2) ranging from 0.86 to 0.92 and bias from −0.14 to 0.03%. For a CIE a(⁎) colour model, prediction R(2) ranged from 0.85 to 0.96 and bias from −1.18 to −0.08. Updating the calibration model with new samples to extend range in the attribute of interest and in sample matrix is key to better prediction performance. The handheld spectrometry system is recommended for practical implementation in tomato cultivation. |
format | Online Article Text |
id | pubmed-5733216 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-57332162018-01-14 Robustness of Tomato Quality Evaluation Using a Portable Vis-SWNIRS for Dry Matter and Colour Acharya, U. K. Subedi, P. P. Walsh, K. B. Int J Anal Chem Research Article The utility of a handheld visible-short wave near infrared spectrophotometer utilising an interactance optical geometry was assessed in context of the noninvasive determination of intact tomato dry matter content, as an index of final ripe soluble solids content, and colouration, as an index of maturation to guide a decision to harvest. Partial least squares regression model robustness was demonstrated through the use of populations of different harvest dates or growing conditions for calibration and prediction. Dry matter predictions of independent populations of fruit achieved R(2) ranging from 0.86 to 0.92 and bias from −0.14 to 0.03%. For a CIE a(⁎) colour model, prediction R(2) ranged from 0.85 to 0.96 and bias from −1.18 to −0.08. Updating the calibration model with new samples to extend range in the attribute of interest and in sample matrix is key to better prediction performance. The handheld spectrometry system is recommended for practical implementation in tomato cultivation. Hindawi 2017 2017-12-03 /pmc/articles/PMC5733216/ /pubmed/29333161 http://dx.doi.org/10.1155/2017/2863454 Text en Copyright © 2017 U. K. Acharya et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Acharya, U. K. Subedi, P. P. Walsh, K. B. Robustness of Tomato Quality Evaluation Using a Portable Vis-SWNIRS for Dry Matter and Colour |
title | Robustness of Tomato Quality Evaluation Using a Portable Vis-SWNIRS for Dry Matter and Colour |
title_full | Robustness of Tomato Quality Evaluation Using a Portable Vis-SWNIRS for Dry Matter and Colour |
title_fullStr | Robustness of Tomato Quality Evaluation Using a Portable Vis-SWNIRS for Dry Matter and Colour |
title_full_unstemmed | Robustness of Tomato Quality Evaluation Using a Portable Vis-SWNIRS for Dry Matter and Colour |
title_short | Robustness of Tomato Quality Evaluation Using a Portable Vis-SWNIRS for Dry Matter and Colour |
title_sort | robustness of tomato quality evaluation using a portable vis-swnirs for dry matter and colour |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5733216/ https://www.ncbi.nlm.nih.gov/pubmed/29333161 http://dx.doi.org/10.1155/2017/2863454 |
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