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A Modified Critical Nitrogen Dilution Curve for Winter Wheat to Diagnose Nitrogen Status Under Different Nitrogen and Irrigation Rates
The accuracy of nitrogen (N) diagnosis is essential to improve N use efficiency. The standard critical N concentration (standard N(c)) dilution curves, an expression of the dynamics of N uptake and dry matter accumulation in plants, are widely used to diagnose the N status of crops. Several standard...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7609434/ https://www.ncbi.nlm.nih.gov/pubmed/33193481 http://dx.doi.org/10.3389/fpls.2020.549636 |
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author | Zhao, Yu Chen, Pengfei Li, Zhenhai Casa, Raffaele Feng, Haikuan Yang, Guijun Yang, Wude Wang, Jianwen Xu, Xiaobin |
author_facet | Zhao, Yu Chen, Pengfei Li, Zhenhai Casa, Raffaele Feng, Haikuan Yang, Guijun Yang, Wude Wang, Jianwen Xu, Xiaobin |
author_sort | Zhao, Yu |
collection | PubMed |
description | The accuracy of nitrogen (N) diagnosis is essential to improve N use efficiency. The standard critical N concentration (standard N(c)) dilution curves, an expression of the dynamics of N uptake and dry matter accumulation in plants, are widely used to diagnose the N status of crops. Several standard N(c) dilution curves were proposed and validated for several crops, based on experiments involving different N fertilizer treatments. However, standard N(c) dilution curves are affected by crop water status, e.g., resulting from differences in irrigation management. This paper aimed at developing a N diagnostic model under the coupling effect of irrigation and fertilizer managements. For this purpose, N(c) dilution curves were developed under different irrigation rates. Additionally, plant water content (PWC), leaf water content (LWC), leaf area index (LAI), equivalent water thickness (EWT), and leaf area duration (LAD) were introduced into the model, to construct a modified N(c) (mN(c)) dilution curve. The mN(c) dilution curves were designed using the principle of hierarchical linear model (HLM), introducing aboveground dry biomass (AGB) as the first layer of information, whereas the second layer of information included the different agronomic variables (PWC, LWC, LAI, EWT, and LAD). The results showed that parameters “a” and “b” of the standard N(c) dilution curves ranged from 5.17 to 6.52 and −0.69 to −0.38 respectively. Parameter “a” was easily affected by different management conditions. The performance of standard N(c) dilution models obtained by the cross-validation method was worse than that of mN(c) dilution models. The N(c) dilution curve based on 4 years of data was described by the negative power equation N(c) = 5.05 × AGB(–0.47), with R(2) and nRMSE of 0.63 and 0.21, respectively. The mN(c) dilution curve considers different treatments and was represented by the equation mN(c) = a×AGB(−b), where a = 2.09 × PWC + 3.24, b = −0.02 × LAI + 0.51, with R(2) and nRMSE of 0.79 and 0.13, respectively. For winter wheat, C(3) crop, there would be a few problems in using standard N(c) dilution methods to guide field management, however, this study provides a reliable method for constructing mN(c) dilution curves under different water and N fertilizer management. Due to the significant differences in hereditary, CO(2) fixation efficiency and N metabolism pathways for C(3) and C(4) crops, the construction of mN(c) dilution curve suitable for different N response mechanisms will be conducive to the sustainable N management in crop plants. |
format | Online Article Text |
id | pubmed-7609434 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-76094342020-11-13 A Modified Critical Nitrogen Dilution Curve for Winter Wheat to Diagnose Nitrogen Status Under Different Nitrogen and Irrigation Rates Zhao, Yu Chen, Pengfei Li, Zhenhai Casa, Raffaele Feng, Haikuan Yang, Guijun Yang, Wude Wang, Jianwen Xu, Xiaobin Front Plant Sci Plant Science The accuracy of nitrogen (N) diagnosis is essential to improve N use efficiency. The standard critical N concentration (standard N(c)) dilution curves, an expression of the dynamics of N uptake and dry matter accumulation in plants, are widely used to diagnose the N status of crops. Several standard N(c) dilution curves were proposed and validated for several crops, based on experiments involving different N fertilizer treatments. However, standard N(c) dilution curves are affected by crop water status, e.g., resulting from differences in irrigation management. This paper aimed at developing a N diagnostic model under the coupling effect of irrigation and fertilizer managements. For this purpose, N(c) dilution curves were developed under different irrigation rates. Additionally, plant water content (PWC), leaf water content (LWC), leaf area index (LAI), equivalent water thickness (EWT), and leaf area duration (LAD) were introduced into the model, to construct a modified N(c) (mN(c)) dilution curve. The mN(c) dilution curves were designed using the principle of hierarchical linear model (HLM), introducing aboveground dry biomass (AGB) as the first layer of information, whereas the second layer of information included the different agronomic variables (PWC, LWC, LAI, EWT, and LAD). The results showed that parameters “a” and “b” of the standard N(c) dilution curves ranged from 5.17 to 6.52 and −0.69 to −0.38 respectively. Parameter “a” was easily affected by different management conditions. The performance of standard N(c) dilution models obtained by the cross-validation method was worse than that of mN(c) dilution models. The N(c) dilution curve based on 4 years of data was described by the negative power equation N(c) = 5.05 × AGB(–0.47), with R(2) and nRMSE of 0.63 and 0.21, respectively. The mN(c) dilution curve considers different treatments and was represented by the equation mN(c) = a×AGB(−b), where a = 2.09 × PWC + 3.24, b = −0.02 × LAI + 0.51, with R(2) and nRMSE of 0.79 and 0.13, respectively. For winter wheat, C(3) crop, there would be a few problems in using standard N(c) dilution methods to guide field management, however, this study provides a reliable method for constructing mN(c) dilution curves under different water and N fertilizer management. Due to the significant differences in hereditary, CO(2) fixation efficiency and N metabolism pathways for C(3) and C(4) crops, the construction of mN(c) dilution curve suitable for different N response mechanisms will be conducive to the sustainable N management in crop plants. Frontiers Media S.A. 2020-10-21 /pmc/articles/PMC7609434/ /pubmed/33193481 http://dx.doi.org/10.3389/fpls.2020.549636 Text en Copyright © 2020 Zhao, Chen, Li, Casa, Feng, Yang, Yang, Wang and Xu. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Zhao, Yu Chen, Pengfei Li, Zhenhai Casa, Raffaele Feng, Haikuan Yang, Guijun Yang, Wude Wang, Jianwen Xu, Xiaobin A Modified Critical Nitrogen Dilution Curve for Winter Wheat to Diagnose Nitrogen Status Under Different Nitrogen and Irrigation Rates |
title | A Modified Critical Nitrogen Dilution Curve for Winter Wheat to Diagnose Nitrogen Status Under Different Nitrogen and Irrigation Rates |
title_full | A Modified Critical Nitrogen Dilution Curve for Winter Wheat to Diagnose Nitrogen Status Under Different Nitrogen and Irrigation Rates |
title_fullStr | A Modified Critical Nitrogen Dilution Curve for Winter Wheat to Diagnose Nitrogen Status Under Different Nitrogen and Irrigation Rates |
title_full_unstemmed | A Modified Critical Nitrogen Dilution Curve for Winter Wheat to Diagnose Nitrogen Status Under Different Nitrogen and Irrigation Rates |
title_short | A Modified Critical Nitrogen Dilution Curve for Winter Wheat to Diagnose Nitrogen Status Under Different Nitrogen and Irrigation Rates |
title_sort | modified critical nitrogen dilution curve for winter wheat to diagnose nitrogen status under different nitrogen and irrigation rates |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7609434/ https://www.ncbi.nlm.nih.gov/pubmed/33193481 http://dx.doi.org/10.3389/fpls.2020.549636 |
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