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Establishment of an NPK nutrient monitor system in yield-graded cotton petioles under drip irrigation
BACKGROUND: The determination of nutrient content in the petiole is one of the important methods for achieving cotton fertilization management. The establishment of a monitoring system for the nutrient content of cotton petioles during important growth periods under drip irrigation is of great signi...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10478469/ https://www.ncbi.nlm.nih.gov/pubmed/37667292 http://dx.doi.org/10.1186/s13007-023-01068-0 |
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author | Dong, Zhiqiang Liu, Yang Li, Minghua Ci, Baoxia Feng, Xiaokang Wen, Shuai Lu, Xi He, Zheng Ma, Fuyu |
author_facet | Dong, Zhiqiang Liu, Yang Li, Minghua Ci, Baoxia Feng, Xiaokang Wen, Shuai Lu, Xi He, Zheng Ma, Fuyu |
author_sort | Dong, Zhiqiang |
collection | PubMed |
description | BACKGROUND: The determination of nutrient content in the petiole is one of the important methods for achieving cotton fertilization management. The establishment of a monitoring system for the nutrient content of cotton petioles during important growth periods under drip irrigation is of great significance for achieving precise fertilization and environmental protection. METHODS: A total of 100 cotton fields with an annual yield of 4500–7500 kg/ha were selected among the main cotton-growing areas of Northern Xinjiang. The nitrate nitrogen (NO(3)(−)–N), inorganic phosphorus (PO(4)(3−)–P) and inorganic potassium (K(+)–K) content and yield of cotton petioles were recorded. Based on a yield of 6000 kg/ha as the dividing line, a two-level and yield-graded monitoring system for NO(3)(−)–N, PO(4)(3−)–P and K(+)–K in cotton petioles during important growth periods was established, and predictive yield models for NO(3)(−)–N, PO(4)(3−)–P and K(+)–K in petioles during important growth periods were established. RESULTS: The results showed found that the yields of the 100 cotton fields surveyed were normally distributed. Therefore, two yield grades were classified using 6000 kg/ha as a criterion. Under different yield-graded, the NO(3)(−)–N, PO(4)(3−)–P and K(+)–K content of petiole at important growth stages was significantly positively correlated with yield. Further, the variation range of NO(3)(−)–N, PO(4)(3−)–P and K(+)–K content in petioles could be used as a standard for yield-graded. In addition, a yield prediction model for the NO(3)(−)–N, PO(4)(3−)–P and K(+)–K content of petioles was developed. The SSO-BP validation model performed the best (R(2) = 0.96, RMSE = 0.06 t/ha, MAE = 0.05 t/ha) in the full bud stage, which was 12.9% higher than the BP validation model. However, the RMSE and MAE were decreased by 86.7% and 88.1%, respectively. CONCLUSION: The establishment of NPK nutrition monitor system of cotton petioles under drip irrigation based on yield-graded provides an important basis for nutrition monitor of cotton petiole under drip irrigation in Xinjiang. It also provides a new method for cotton yield prediction. |
format | Online Article Text |
id | pubmed-10478469 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-104784692023-09-06 Establishment of an NPK nutrient monitor system in yield-graded cotton petioles under drip irrigation Dong, Zhiqiang Liu, Yang Li, Minghua Ci, Baoxia Feng, Xiaokang Wen, Shuai Lu, Xi He, Zheng Ma, Fuyu Plant Methods Methodology BACKGROUND: The determination of nutrient content in the petiole is one of the important methods for achieving cotton fertilization management. The establishment of a monitoring system for the nutrient content of cotton petioles during important growth periods under drip irrigation is of great significance for achieving precise fertilization and environmental protection. METHODS: A total of 100 cotton fields with an annual yield of 4500–7500 kg/ha were selected among the main cotton-growing areas of Northern Xinjiang. The nitrate nitrogen (NO(3)(−)–N), inorganic phosphorus (PO(4)(3−)–P) and inorganic potassium (K(+)–K) content and yield of cotton petioles were recorded. Based on a yield of 6000 kg/ha as the dividing line, a two-level and yield-graded monitoring system for NO(3)(−)–N, PO(4)(3−)–P and K(+)–K in cotton petioles during important growth periods was established, and predictive yield models for NO(3)(−)–N, PO(4)(3−)–P and K(+)–K in petioles during important growth periods were established. RESULTS: The results showed found that the yields of the 100 cotton fields surveyed were normally distributed. Therefore, two yield grades were classified using 6000 kg/ha as a criterion. Under different yield-graded, the NO(3)(−)–N, PO(4)(3−)–P and K(+)–K content of petiole at important growth stages was significantly positively correlated with yield. Further, the variation range of NO(3)(−)–N, PO(4)(3−)–P and K(+)–K content in petioles could be used as a standard for yield-graded. In addition, a yield prediction model for the NO(3)(−)–N, PO(4)(3−)–P and K(+)–K content of petioles was developed. The SSO-BP validation model performed the best (R(2) = 0.96, RMSE = 0.06 t/ha, MAE = 0.05 t/ha) in the full bud stage, which was 12.9% higher than the BP validation model. However, the RMSE and MAE were decreased by 86.7% and 88.1%, respectively. CONCLUSION: The establishment of NPK nutrition monitor system of cotton petioles under drip irrigation based on yield-graded provides an important basis for nutrition monitor of cotton petiole under drip irrigation in Xinjiang. It also provides a new method for cotton yield prediction. BioMed Central 2023-09-04 /pmc/articles/PMC10478469/ /pubmed/37667292 http://dx.doi.org/10.1186/s13007-023-01068-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Methodology Dong, Zhiqiang Liu, Yang Li, Minghua Ci, Baoxia Feng, Xiaokang Wen, Shuai Lu, Xi He, Zheng Ma, Fuyu Establishment of an NPK nutrient monitor system in yield-graded cotton petioles under drip irrigation |
title | Establishment of an NPK nutrient monitor system in yield-graded cotton petioles under drip irrigation |
title_full | Establishment of an NPK nutrient monitor system in yield-graded cotton petioles under drip irrigation |
title_fullStr | Establishment of an NPK nutrient monitor system in yield-graded cotton petioles under drip irrigation |
title_full_unstemmed | Establishment of an NPK nutrient monitor system in yield-graded cotton petioles under drip irrigation |
title_short | Establishment of an NPK nutrient monitor system in yield-graded cotton petioles under drip irrigation |
title_sort | establishment of an npk nutrient monitor system in yield-graded cotton petioles under drip irrigation |
topic | Methodology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10478469/ https://www.ncbi.nlm.nih.gov/pubmed/37667292 http://dx.doi.org/10.1186/s13007-023-01068-0 |
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