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...

Full description

Bibliographic Details
Main Authors: Rafael Siqueira, Louis Longchamps, Subash Dahal, Raj Khosla
Format: Article
Language:English
Published: MDPI AG 2020-05-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/12/11/1752
id doaj-1d67a0707ca241ca8a638472ea2ee705
record_format Article
spelling 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
_version_ 1724591289294389248