Journal of Sensors · 2012 · 45 citations · 19 references
Precision AgricultureEnvironmental MonitoringEngineeringAgricultural EconomicsSustainable AgriculturePublic HealthPrototype SensorSmart AgricultureCrop MonitoringCrop Nutrient ManagementCrop YieldPrecision FarmingAgricultureOptical SensorsAgricultural EngineeringSensorsRemote SensingFarming SystemsPocket SensorTurf GrassNutrient Management
There are methods to increase fertilizer nitrogen use efficiency through optical sensor-based nitrogen application; however, the sensors are expensive and cost prohibitive to farmers in the developing world. This study evaluated a novel, reduced cost, prototype, and optical sensor to determine if it could be used with the same level of accuracy as a commercial sensor. The stability of the prototype sensor (pocket sensor) to maintain an accurate calibration over time, the effect of operator on sensor readings, and sensor performance in maize and wheat were assessed. Evaluation of the sensor performance was conducted in existing wheat and maize trials, as well as turf grass canopies at the International Maize and Wheat Improvement Center, Ciudad Obregon, Mexico.The prototype sensors were highly correlated to the commercial GreenSeeker NDVI sensor in turf grass, wheat, and maize canopies (<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" id="M1"><mml:msup><mml:mrow><mml:mi>r</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo>></mml:mo><mml:mn>0.97</mml:mn></mml:math>,<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" id="M2"><mml:msup><mml:mrow><mml:mi>r</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo>></mml:mo><mml:mn>0.95</mml:mn></mml:math>, and<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" id="M3"><mml:msup><mml:mrow><mml:mi>r</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo>></mml:mo><mml:mn>0.91</mml:mn></mml:math>, resp.). The Pocket Sensors lacked some precision in comparison to the commercial sensor; however, even with the reduced precision, the cost of the sensor and robustness of N fertilizer algorithms compensate for this apparent weakness. The pocket sensor is a new and viable tool to assess wheat and maize nitrogen status and make nitrogen recommendations based upon the data collected with this sensor.
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Improving Nitrogen Use Efficiency for Cereal Production
W. R. Raun, Gordon V. Johnson · Agronomy Journal · 1999 · 1.9K citations
Crop Production, Engineering, Botany +14
GROWTH STAGES IN CEREALS ILLUSTRATION OF THE FEEKES SCALE
E. C. Large · Plant Pathology · 1954 · 1.4K citations
Estimation of global leaf area index and absorbed par using radiative transfer models
Ranga B. Myneni, Reddy Rajuru Ramakrishna, Ramakrishna Nemani et al. · IEEE Transactions on Geoscience and Remote Sensing · 1997 · 1K citations
Precision Agriculture, Environmental Monitoring, Radiative Transfer Models +20
Nitrogen in crop production: An account of global flows
Vaclav Smil · Global Biogeochemical Cycles · 1999 · 985 citations · Full text