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Analyzing the performance of fluorescence parameters in the monitoring of leaf nitrogen content of paddy rice

Leaf nitrogen content (LNC) is a significant factor which can be utilized to monitor the status of paddy rice and it requires a reliable approach for fast and precise quantification. This investigation aims to quantitatively analyze the correlation between fluorescence parameters and LNC based on la...

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Autores principales: Yang, Jian, Gong, Wei, Shi, Shuo, Du, Lin, Sun, Jia, Song, Shalei, Chen, Biwu, Zhang, Zhenbing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4923903/
https://www.ncbi.nlm.nih.gov/pubmed/27350029
http://dx.doi.org/10.1038/srep28787
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author Yang, Jian
Gong, Wei
Shi, Shuo
Du, Lin
Sun, Jia
Song, Shalei
Chen, Biwu
Zhang, Zhenbing
author_facet Yang, Jian
Gong, Wei
Shi, Shuo
Du, Lin
Sun, Jia
Song, Shalei
Chen, Biwu
Zhang, Zhenbing
author_sort Yang, Jian
collection PubMed
description Leaf nitrogen content (LNC) is a significant factor which can be utilized to monitor the status of paddy rice and it requires a reliable approach for fast and precise quantification. This investigation aims to quantitatively analyze the correlation between fluorescence parameters and LNC based on laser-induced fluorescence (LIF) technology. The fluorescence parameters exhibited a consistent positive linear correlation with LNC in different growing years (2014 and 2015) and different rice cultivars. The R(2) of the models varied from 0.6978 to 0.9045. Support vector machine (SVM) was then utilized to verify the feasibility of the fluorescence parameters for monitoring LNC. Comparison of the fluorescence parameters indicated that F740 is the most sensitive (the R(2) of linear regression analysis of the between predicted and measured values changed from 0.8475 to 0.9226, and REs ranged from 3.52% to 4.83%) to the changes in LNC among all fluorescence parameters. Experimental results demonstrated that fluorescence parameters based on LIF technology combined with SVM is a potential method for realizing real-time, non-destructive monitoring of paddy rice LNC, which can provide guidance for the decision-making of farmers in their N fertilization strategies.
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spelling pubmed-49239032016-06-29 Analyzing the performance of fluorescence parameters in the monitoring of leaf nitrogen content of paddy rice Yang, Jian Gong, Wei Shi, Shuo Du, Lin Sun, Jia Song, Shalei Chen, Biwu Zhang, Zhenbing Sci Rep Article Leaf nitrogen content (LNC) is a significant factor which can be utilized to monitor the status of paddy rice and it requires a reliable approach for fast and precise quantification. This investigation aims to quantitatively analyze the correlation between fluorescence parameters and LNC based on laser-induced fluorescence (LIF) technology. The fluorescence parameters exhibited a consistent positive linear correlation with LNC in different growing years (2014 and 2015) and different rice cultivars. The R(2) of the models varied from 0.6978 to 0.9045. Support vector machine (SVM) was then utilized to verify the feasibility of the fluorescence parameters for monitoring LNC. Comparison of the fluorescence parameters indicated that F740 is the most sensitive (the R(2) of linear regression analysis of the between predicted and measured values changed from 0.8475 to 0.9226, and REs ranged from 3.52% to 4.83%) to the changes in LNC among all fluorescence parameters. Experimental results demonstrated that fluorescence parameters based on LIF technology combined with SVM is a potential method for realizing real-time, non-destructive monitoring of paddy rice LNC, which can provide guidance for the decision-making of farmers in their N fertilization strategies. Nature Publishing Group 2016-06-28 /pmc/articles/PMC4923903/ /pubmed/27350029 http://dx.doi.org/10.1038/srep28787 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Yang, Jian
Gong, Wei
Shi, Shuo
Du, Lin
Sun, Jia
Song, Shalei
Chen, Biwu
Zhang, Zhenbing
Analyzing the performance of fluorescence parameters in the monitoring of leaf nitrogen content of paddy rice
title Analyzing the performance of fluorescence parameters in the monitoring of leaf nitrogen content of paddy rice
title_full Analyzing the performance of fluorescence parameters in the monitoring of leaf nitrogen content of paddy rice
title_fullStr Analyzing the performance of fluorescence parameters in the monitoring of leaf nitrogen content of paddy rice
title_full_unstemmed Analyzing the performance of fluorescence parameters in the monitoring of leaf nitrogen content of paddy rice
title_short Analyzing the performance of fluorescence parameters in the monitoring of leaf nitrogen content of paddy rice
title_sort analyzing the performance of fluorescence parameters in the monitoring of leaf nitrogen content of paddy rice
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4923903/
https://www.ncbi.nlm.nih.gov/pubmed/27350029
http://dx.doi.org/10.1038/srep28787
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