Use of Fluorescence Sensing to Detect Nitrogen and Potassium Variability in Maize

被引:17
|
作者
Siqueira, Rafael [1 ]
Longchamps, Louis [2 ]
Dahal, Subash [1 ]
Khosla, Raj [1 ]
机构
[1] Colorado State Univ, Dept Soil & Crop Sci, Ft Collins, CO 80523 USA
[2] Agr & Agri Food Canada, St Jean, PQ J3B 3E6, Canada
关键词
fluorescence sensing; indices; maize; nitrogen; potassium; precision agriculture; CROP CANOPY SENSORS; CHLOROPHYLL FLUORESCENCE; USE EFFICIENCY; YIELD; REFLECTANCE; PHOSPHORUS; RADIATION; FERTILIZATION; DEFICIENCY; MANAGEMENT;
D O I
10.3390/rs12111752
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
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 (R) 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-2 = 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.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] Nonexchangeable Potassium Displacement in Relation to Potassium Availability to Rainfed Maize under Nitrogen Fertilization
    Sharma, Anil
    Arora, Sanjay
    Jalali, V. K.
    Verma, V. S.
    Singh, Brinder
    COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS, 2012, 43 (15) : 2050 - 2061
  • [22] Combining leaf fluorescence and active canopy reflectance sensing technologies to diagnose maize nitrogen status across growth stages
    Dong, Rui
    Miao, Yuxin
    Wang, Xinbing
    Yuan, Fei
    Kusnierek, Krzysztof
    PRECISION AGRICULTURE, 2022, 23 (03) : 939 - 960
  • [23] Fluorescence-based versus reflectance proximal sensing of nitrogen content in Paspalum vaginatum and Zoysia matrella turfgrasses
    Agati, Giovanni
    Foschi, Lara
    Grossi, Nicola
    Guglielminetti, Lorenzo
    Cerovic, Zoran G.
    Volterrani, Marco
    EUROPEAN JOURNAL OF AGRONOMY, 2013, 45 : 39 - 51
  • [24] Liming and Nitrogen Effects on Maize Yield and Nitrogen Use Efficiency
    Victoria, Otie
    Ping, An
    Yang, Shao
    Eneji, Egrinya
    COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS, 2019, 50 (16) : 2041 - 2055
  • [25] Variability in Optimum Nitrogen Rates for Maize
    Dhital, Sulochana
    Raun, W. R.
    AGRONOMY JOURNAL, 2016, 108 (06) : 2165 - 2173
  • [26] Response of maize to foliar vs. soil application of nitrogen-phosphorus-potassium fertilizers
    Ling, F
    Silberbush, M
    JOURNAL OF PLANT NUTRITION, 2002, 25 (11) : 2333 - 2342
  • [27] Nitrogen assessment by remote sensing and multispectral imagery in maize (Zea mays L.)
    Jaberi-Aghdam, Mehryar
    Momayezi, Mohammad Reza
    Bagheri, Nikrooz
    Azizi, Peyman
    Nasri, Mohammad
    JOURNAL OF CROP SCIENCE AND BIOTECHNOLOGY, 2024, 27 (01) : 31 - 41
  • [28] Impacts of training on farmers' nitrogen use in maize production in Shandong, China
    Huang, J.
    Xiang, C.
    Jia, X.
    Hu, R.
    JOURNAL OF SOIL AND WATER CONSERVATION, 2012, 67 (04) : 321 - 327
  • [29] Using hyperspectral remote sensing techniques to monitor nitrogen, phosphorus, sulphur and potassium in wheat (Triticum aestivum L.)
    Mahajan, G. R.
    Sahoo, R. N.
    Pandey, R. N.
    Gupta, V. K.
    Kumar, Dinesh
    PRECISION AGRICULTURE, 2014, 15 (05) : 499 - 522
  • [30] Maize nitrogen response as affected by soil type and drainage variability
    Van Es H.M.
    Yang C.L.
    Geohring L.D.
    Precision Agriculture, 2005, 6 (3) : 281 - 295