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Use of a Digital Camera to Monitor the Growth and Nitrogen Status of Cotton
The main objective of this study was to develop a nondestructive method for monitoring cotton growth and N status using a digital camera. Digital images were taken of the cotton canopies between emergence and full bloom. The green and red values were extracted from the digital images and then used t...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958660/ https://www.ncbi.nlm.nih.gov/pubmed/24723817 http://dx.doi.org/10.1155/2014/602647 |
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author | Jia, Biao He, Haibing Ma, Fuyu Diao, Ming Jiang, Guiying Zheng, Zhong Cui, Jin Fan, Hua |
author_facet | Jia, Biao He, Haibing Ma, Fuyu Diao, Ming Jiang, Guiying Zheng, Zhong Cui, Jin Fan, Hua |
author_sort | Jia, Biao |
collection | PubMed |
description | The main objective of this study was to develop a nondestructive method for monitoring cotton growth and N status using a digital camera. Digital images were taken of the cotton canopies between emergence and full bloom. The green and red values were extracted from the digital images and then used to calculate canopy cover. The values of canopy cover were closely correlated with the normalized difference vegetation index and the ratio vegetation index and were measured using a GreenSeeker handheld sensor. Models were calibrated to describe the relationship between canopy cover and three growth properties of the cotton crop (i.e., aboveground total N content, LAI, and aboveground biomass). There were close, exponential relationships between canopy cover and three growth properties. And the relationships for estimating cotton aboveground total N content were most precise, the coefficients of determination (R (2)) value was 0.978, and the root mean square error (RMSE) value was 1.479 g m(−2). Moreover, the models were validated in three fields of high-yield cotton. The result indicated that the best relationship between canopy cover and aboveground total N content had an R (2) value of 0.926 and an RMSE value of 1.631 g m(−2). In conclusion, as a near-ground remote assessment tool, digital cameras have good potential for monitoring cotton growth and N status. |
format | Online Article Text |
id | pubmed-3958660 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-39586602014-04-10 Use of a Digital Camera to Monitor the Growth and Nitrogen Status of Cotton Jia, Biao He, Haibing Ma, Fuyu Diao, Ming Jiang, Guiying Zheng, Zhong Cui, Jin Fan, Hua ScientificWorldJournal Research Article The main objective of this study was to develop a nondestructive method for monitoring cotton growth and N status using a digital camera. Digital images were taken of the cotton canopies between emergence and full bloom. The green and red values were extracted from the digital images and then used to calculate canopy cover. The values of canopy cover were closely correlated with the normalized difference vegetation index and the ratio vegetation index and were measured using a GreenSeeker handheld sensor. Models were calibrated to describe the relationship between canopy cover and three growth properties of the cotton crop (i.e., aboveground total N content, LAI, and aboveground biomass). There were close, exponential relationships between canopy cover and three growth properties. And the relationships for estimating cotton aboveground total N content were most precise, the coefficients of determination (R (2)) value was 0.978, and the root mean square error (RMSE) value was 1.479 g m(−2). Moreover, the models were validated in three fields of high-yield cotton. The result indicated that the best relationship between canopy cover and aboveground total N content had an R (2) value of 0.926 and an RMSE value of 1.631 g m(−2). In conclusion, as a near-ground remote assessment tool, digital cameras have good potential for monitoring cotton growth and N status. Hindawi Publishing Corporation 2014-02-27 /pmc/articles/PMC3958660/ /pubmed/24723817 http://dx.doi.org/10.1155/2014/602647 Text en Copyright © 2014 Biao Jia et al. https://creativecommons.org/licenses/by/3.0/ 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 Jia, Biao He, Haibing Ma, Fuyu Diao, Ming Jiang, Guiying Zheng, Zhong Cui, Jin Fan, Hua Use of a Digital Camera to Monitor the Growth and Nitrogen Status of Cotton |
title | Use of a Digital Camera to Monitor the Growth and Nitrogen Status of Cotton |
title_full | Use of a Digital Camera to Monitor the Growth and Nitrogen Status of Cotton |
title_fullStr | Use of a Digital Camera to Monitor the Growth and Nitrogen Status of Cotton |
title_full_unstemmed | Use of a Digital Camera to Monitor the Growth and Nitrogen Status of Cotton |
title_short | Use of a Digital Camera to Monitor the Growth and Nitrogen Status of Cotton |
title_sort | use of a digital camera to monitor the growth and nitrogen status of cotton |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958660/ https://www.ncbi.nlm.nih.gov/pubmed/24723817 http://dx.doi.org/10.1155/2014/602647 |
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