Cargando…
Evaluation of Three Portable Optical Sensors for Non-Destructive Diagnosis of Nitrogen Status in Winter Wheat
The accurate estimation and timely diagnosis of crop nitrogen (N) status can facilitate in-season fertilizer management. In order to evaluate the performance of three leaf and canopy optical sensors in non-destructively diagnosing winter wheat N status, three experiments using seven wheat cultivars...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8402299/ https://www.ncbi.nlm.nih.gov/pubmed/34451022 http://dx.doi.org/10.3390/s21165579 |
_version_ | 1783745756565340160 |
---|---|
author | Jiang, Jie Wang, Cuicun Wang, Hui Fu, Zhaopeng Cao, Qiang Tian, Yongchao Zhu, Yan Cao, Weixing Liu, Xiaojun |
author_facet | Jiang, Jie Wang, Cuicun Wang, Hui Fu, Zhaopeng Cao, Qiang Tian, Yongchao Zhu, Yan Cao, Weixing Liu, Xiaojun |
author_sort | Jiang, Jie |
collection | PubMed |
description | The accurate estimation and timely diagnosis of crop nitrogen (N) status can facilitate in-season fertilizer management. In order to evaluate the performance of three leaf and canopy optical sensors in non-destructively diagnosing winter wheat N status, three experiments using seven wheat cultivars and multi-N-treatments (0–360 kg N ha(−1)) were conducted in the Jiangsu province of China from 2015 to 2018. Two leaf sensors (SPAD 502, Dualex 4 Scientific+) and one canopy sensor (RapidSCAN CS-45) were used to obtain leaf and canopy spectral data, respectively, during the main growth period. Five N indicators (leaf N concentration (LNC), leaf N accumulation (LNA), plant N concentration (PNC), plant N accumulation (PNA), and N nutrition index (NNI)) were measured synchronously. The relationships between the six sensor-based indices (leaf level: SPAD, Chl, Flav, NBI, canopy level: NDRE, NDVI) and five N parameters were established at each growth stages. The results showed that the Dualex-based NBI performed relatively well among four leaf-sensor indices, while NDRE of RS sensor achieved a best performance due to larger sampling area of canopy sensor for five N indicators estimation across different growth stages. The areal agreement of the NNI diagnosis models ranged from 0.54 to 0.71 for SPAD, 0.66 to 0.84 for NBI, and 0.72 to 0.86 for NDRE, and the kappa coefficient ranged from 0.30 to 0.52 for SPAD, 0.42 to 0.72 for NBI, and 0.53 to 0.75 for NDRE across all growth stages. Overall, these results reveal the potential of sensor-based diagnosis models for the rapid and non-destructive diagnosis of N status. |
format | Online Article Text |
id | pubmed-8402299 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-84022992021-08-29 Evaluation of Three Portable Optical Sensors for Non-Destructive Diagnosis of Nitrogen Status in Winter Wheat Jiang, Jie Wang, Cuicun Wang, Hui Fu, Zhaopeng Cao, Qiang Tian, Yongchao Zhu, Yan Cao, Weixing Liu, Xiaojun Sensors (Basel) Article The accurate estimation and timely diagnosis of crop nitrogen (N) status can facilitate in-season fertilizer management. In order to evaluate the performance of three leaf and canopy optical sensors in non-destructively diagnosing winter wheat N status, three experiments using seven wheat cultivars and multi-N-treatments (0–360 kg N ha(−1)) were conducted in the Jiangsu province of China from 2015 to 2018. Two leaf sensors (SPAD 502, Dualex 4 Scientific+) and one canopy sensor (RapidSCAN CS-45) were used to obtain leaf and canopy spectral data, respectively, during the main growth period. Five N indicators (leaf N concentration (LNC), leaf N accumulation (LNA), plant N concentration (PNC), plant N accumulation (PNA), and N nutrition index (NNI)) were measured synchronously. The relationships between the six sensor-based indices (leaf level: SPAD, Chl, Flav, NBI, canopy level: NDRE, NDVI) and five N parameters were established at each growth stages. The results showed that the Dualex-based NBI performed relatively well among four leaf-sensor indices, while NDRE of RS sensor achieved a best performance due to larger sampling area of canopy sensor for five N indicators estimation across different growth stages. The areal agreement of the NNI diagnosis models ranged from 0.54 to 0.71 for SPAD, 0.66 to 0.84 for NBI, and 0.72 to 0.86 for NDRE, and the kappa coefficient ranged from 0.30 to 0.52 for SPAD, 0.42 to 0.72 for NBI, and 0.53 to 0.75 for NDRE across all growth stages. Overall, these results reveal the potential of sensor-based diagnosis models for the rapid and non-destructive diagnosis of N status. MDPI 2021-08-19 /pmc/articles/PMC8402299/ /pubmed/34451022 http://dx.doi.org/10.3390/s21165579 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Jiang, Jie Wang, Cuicun Wang, Hui Fu, Zhaopeng Cao, Qiang Tian, Yongchao Zhu, Yan Cao, Weixing Liu, Xiaojun Evaluation of Three Portable Optical Sensors for Non-Destructive Diagnosis of Nitrogen Status in Winter Wheat |
title | Evaluation of Three Portable Optical Sensors for Non-Destructive Diagnosis of Nitrogen Status in Winter Wheat |
title_full | Evaluation of Three Portable Optical Sensors for Non-Destructive Diagnosis of Nitrogen Status in Winter Wheat |
title_fullStr | Evaluation of Three Portable Optical Sensors for Non-Destructive Diagnosis of Nitrogen Status in Winter Wheat |
title_full_unstemmed | Evaluation of Three Portable Optical Sensors for Non-Destructive Diagnosis of Nitrogen Status in Winter Wheat |
title_short | Evaluation of Three Portable Optical Sensors for Non-Destructive Diagnosis of Nitrogen Status in Winter Wheat |
title_sort | evaluation of three portable optical sensors for non-destructive diagnosis of nitrogen status in winter wheat |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8402299/ https://www.ncbi.nlm.nih.gov/pubmed/34451022 http://dx.doi.org/10.3390/s21165579 |
work_keys_str_mv | AT jiangjie evaluationofthreeportableopticalsensorsfornondestructivediagnosisofnitrogenstatusinwinterwheat AT wangcuicun evaluationofthreeportableopticalsensorsfornondestructivediagnosisofnitrogenstatusinwinterwheat AT wanghui evaluationofthreeportableopticalsensorsfornondestructivediagnosisofnitrogenstatusinwinterwheat AT fuzhaopeng evaluationofthreeportableopticalsensorsfornondestructivediagnosisofnitrogenstatusinwinterwheat AT caoqiang evaluationofthreeportableopticalsensorsfornondestructivediagnosisofnitrogenstatusinwinterwheat AT tianyongchao evaluationofthreeportableopticalsensorsfornondestructivediagnosisofnitrogenstatusinwinterwheat AT zhuyan evaluationofthreeportableopticalsensorsfornondestructivediagnosisofnitrogenstatusinwinterwheat AT caoweixing evaluationofthreeportableopticalsensorsfornondestructivediagnosisofnitrogenstatusinwinterwheat AT liuxiaojun evaluationofthreeportableopticalsensorsfornondestructivediagnosisofnitrogenstatusinwinterwheat |