Use of Fluorescence Sensing to Detect Nitrogen and Potassium Variability in Maize
Real-time fluoro-sensing is a promising crop sensing technology to support variable-rate nutrient management for precision agricultural practices. The objective of this study was to evaluate the potential of fluoro-sensing to detect the variability of nitrogen (N) and potassium (K) in the crop canop...
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doaj-1d67a0707ca241ca8a638472ea2ee7052020-11-25T03:26:41ZengMDPI AGRemote Sensing2072-42922020-05-01121752175210.3390/rs12111752Use of Fluorescence Sensing to Detect Nitrogen and Potassium Variability in MaizeRafael Siqueira0Louis Longchamps1Subash Dahal2Raj Khosla3Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523-1170, USAAgriculture and Agri-Food Canada, St-Jean-sur-Richelieu, QC J3B 3E6, CanadaDepartment of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523-1170, USADepartment of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523-1170, USAReal-time fluoro-sensing is a promising crop sensing technology to support variable-rate nutrient management for precision agricultural practices. The objective of this study was to evaluate the potential of fluoro-sensing to detect the variability of nitrogen (N) and potassium (K) in the crop canopy at the early growth stages of maize (before the V6 crop growth stage). This study was conducted under greenhouse conditions in pots filled with silica sand, and maize plants were supplied with modified Hoagland’s solution with different rates of N and K. Sensor readings were collected using a Multiplex®3 fluorescence sensor and analyzed using ANOVA (analysis of variance) to test differences in crop response to nutrient rates. Regression analysis was used to assess the ability of fluorescence sensor-based indices to estimate N and K in the crop canopy. The results of this study indicate that all fluorescence indices under consideration enabled the detection of N variability in the maize canopy prior to the V2 crop growth stage. The NBI_B (nitrogen balance index blue) index enabled N uptake detection (R<sup>2</sup> = 0.99) as early as the V2 crop growth stage. However, the fluorescence indices failed to identify K deficiency, as the maize plants with K treatments showed little to no variability of this nutrient at early crop growth stages as measured by plant tissue analysis. The results present a tremendous opportunity to assess N uptake at early growth stages of maize for precision nitrogen application. We recommend using fluorescence sensor-based NBI_B or NBI_R (Nitrogen balance index red) for early detection of nitrogen uptake in maize for precision nitrogen management.https://www.mdpi.com/2072-4292/12/11/1752fluorescence sensingindicesmaizenitrogenpotassiumprecision agriculture |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Rafael Siqueira Louis Longchamps Subash Dahal Raj Khosla |
spellingShingle |
Rafael Siqueira Louis Longchamps Subash Dahal Raj Khosla Use of Fluorescence Sensing to Detect Nitrogen and Potassium Variability in Maize Remote Sensing fluorescence sensing indices maize nitrogen potassium precision agriculture |
author_facet |
Rafael Siqueira Louis Longchamps Subash Dahal Raj Khosla |
author_sort |
Rafael Siqueira |
title |
Use of Fluorescence Sensing to Detect Nitrogen and Potassium Variability in Maize |
title_short |
Use of Fluorescence Sensing to Detect Nitrogen and Potassium Variability in Maize |
title_full |
Use of Fluorescence Sensing to Detect Nitrogen and Potassium Variability in Maize |
title_fullStr |
Use of Fluorescence Sensing to Detect Nitrogen and Potassium Variability in Maize |
title_full_unstemmed |
Use of Fluorescence Sensing to Detect Nitrogen and Potassium Variability in Maize |
title_sort |
use of fluorescence sensing to detect nitrogen and potassium variability in maize |
publisher |
MDPI AG |
series |
Remote Sensing |
issn |
2072-4292 |
publishDate |
2020-05-01 |
description |
Real-time fluoro-sensing is a promising crop sensing technology to support variable-rate nutrient management for precision agricultural practices. The objective of this study was to evaluate the potential of fluoro-sensing to detect the variability of nitrogen (N) and potassium (K) in the crop canopy at the early growth stages of maize (before the V6 crop growth stage). This study was conducted under greenhouse conditions in pots filled with silica sand, and maize plants were supplied with modified Hoagland’s solution with different rates of N and K. Sensor readings were collected using a Multiplex®3 fluorescence sensor and analyzed using ANOVA (analysis of variance) to test differences in crop response to nutrient rates. Regression analysis was used to assess the ability of fluorescence sensor-based indices to estimate N and K in the crop canopy. The results of this study indicate that all fluorescence indices under consideration enabled the detection of N variability in the maize canopy prior to the V2 crop growth stage. The NBI_B (nitrogen balance index blue) index enabled N uptake detection (R<sup>2</sup> = 0.99) as early as the V2 crop growth stage. However, the fluorescence indices failed to identify K deficiency, as the maize plants with K treatments showed little to no variability of this nutrient at early crop growth stages as measured by plant tissue analysis. The results present a tremendous opportunity to assess N uptake at early growth stages of maize for precision nitrogen application. We recommend using fluorescence sensor-based NBI_B or NBI_R (Nitrogen balance index red) for early detection of nitrogen uptake in maize for precision nitrogen management. |
topic |
fluorescence sensing indices maize nitrogen potassium precision agriculture |
url |
https://www.mdpi.com/2072-4292/12/11/1752 |
work_keys_str_mv |
AT rafaelsiqueira useoffluorescencesensingtodetectnitrogenandpotassiumvariabilityinmaize AT louislongchamps useoffluorescencesensingtodetectnitrogenandpotassiumvariabilityinmaize AT subashdahal useoffluorescencesensingtodetectnitrogenandpotassiumvariabilityinmaize AT rajkhosla useoffluorescencesensingtodetectnitrogenandpotassiumvariabilityinmaize |
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