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a Canaan Valley Institute, USDA-ARS-PSWMRU, Bldg. 3702, Curtin Rd., University Park, PA 16802
b NCDA&CS Agronomic Division, Greenville, NC 27858
c Dep. of Crop Sci., North Carolina State Univ., Raleigh, NC 27695-7620
d Dep. of Crop Sci., Vernon James Res. and Ext. Cent., 207 Research Rd., Plymouth, NC 27962
e Dep. of Soil Sci., North Carolina State Univ., Raleigh, NC 27695-7619
* Corresponding author (rps21{at}psu.edu)
Remote sensing in the form of aerial color infrared (CIR) photography has been shown to be a useful tool for in-season N management in winter wheat (Triticum aestivum L.). The objectives of this study were (i) to develop a methodology for predicting in-season optimum fertilizer N rates for winter wheat at growth stage (GS) 30 directly from aerial CIR photography and (ii) to quantify how the relationships between these optimum N rates and spectral indices respond to different levels of biomass of the wheat crop. Field studies were conducted for three winter wheat growing seasons (2002–2004) over a wide range of soil conditions across North Carolina using a split-split plot randomized complete block design. Different planting date–seeding rate (PDSR) combinations were applied to create a range of biomass levels at GS 30. Different levels of N were applied at GS 25 (N25) to create a range of N supply and winter wheat radiance, and at GS 30 (N30) to measure grain yield response to N30. Aerial CIR photographs were obtained at each site at GS 30 before N applications. Significant biomass response to PDSR and yield response to N25 and N30 were observed. Optimum N30 ranged from 0 to 124 kg ha–1 with a mean of 55 kg ha–1. Better prediction of optimum N30 rates were obtained with spectral indices calculated relative to high-N reference strips compared to absolute bands or spectral indices. Biomass measured at GS 30 influenced the strength of the relationship between optimum N30 and spectral indices. When the GS-30 biomass was >1000 kg ha–1, the best predictor of optimum N30 (R2 = 0.85) was a quadratic model based on measured winter wheat radiance relative to mean radiance in the G band for the high N reference strip (Rel GS).
Abbreviations: AOI, areas of interest B, blue C2002, Cunningham Research Station 2002 C2003, Cunningham Research Station 2003 C2004, Cunningham Research Station 2004 CIR, color infrared DGPS, differential global positioning system DN, digital number DVI, Difference Vegetation Index G, green GDVI, Green Difference Vegetation Index GNDVI, Green Normalized Difference Vegetation Index GOSAVI, Green Optimized Soil Adjusted Vegetation Index GRVI, Green Ratio Vegetation Index GS, growth stage GSAVI, Green Soil Adjusted Vegetation Index L2002, Lower Coastal Plain Tobacco Research Station 2002 N25, N applied at growth stage 25 N30, N applied at growth stage 30 Nconc, tissue N concentration NDVI, Normalized Difference Vegetation Index NIR, near-infrared Norm G, normalized green Norm NIR, normalized NIR Norm R, normalized red NUE, nitrogen use efficiency OSAVI, Optimized Soil Adjusted Vegetation Index P2003, Piedmont Research Station 2003 PDSR, Planting date–seeding rate R, red RDVIR, Relative Difference Vegetation Index by Ratio RDVIS, Relative Difference Vegetation Index by Subtraction Rel GR, Relative Green by Ratio Rel GS, Relative Green by Subtraction Rel NIRR, Relative NIR by Ratio Rel NIRS, Relative NIR by Subtraction Rel RR, Relative Red by Ratio Rel RS, Relative Red by Subtraction RGDVIR, Relative Green Difference Vegetation Index by Ratio RGDVIS, Relative Green Difference Vegetation Index by Subtraction RGNDVIR, Relative Green Normalized Difference Vegetation Index by Ratio RGNDVIS, Relative Green Normalized Difference Vegetation Index by Subtraction RGOSAVIR, Relative Green Optimized Soil Adjusted Vegetation Index by Ratio RGOSAVIS, Relative Green Optimized Soil Adjusted Vegetation Index by Subtraction RGRVIR, Relative Green Ratio Vegetation Index by Ratio RGRVIS, Relative Green Ratio Vegetation Index by Subtraction RGSAVIR, Relative Green Soil Adjusted Vegetation Index by Ratio RGSAVIS, Relative Green Soil Adjusted Vegetation Index by Subtraction RNDVIR, Relative Normalized Difference Vegetation Index by Ratio RNDVIS, Relative Normalized Difference Vegetation Index by Subtraction ROSAVIR, Relative Optimized Soil Adjusted Vegetation Index by Ratio ROSAVIS, Relative Optimized Soil Adjusted Vegetation Index by Subtraction RRVIR, Relative Ratio Vegetation Index by Ratio RRVIS, Relative Ratio Vegetation Index by Subtraction RSAVIR, Relative Soil Adjusted Vegetation Index by Ratio RSAVIS, Relative Soil Adjusted Vegetation Index by Subtraction, RVI, Ratio Vegetation Index SAVI, Soil Adjusted Vegetation Index T2004, Tidewater Research Station 2004
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