Table 3.
Test results of using the selected vegetation indices (GNDVI, RENDVI, NDWI, and the best two band combinations) computed from VIS–NIR–SWIR hyperspectral data to predict the six maize leaf properties
Leaf properties | GNDVI (550 and 800 nm) | RENDVI (705 and 750 nm) | NDWI (860 and 1240 nm) | Best two band combination | |||||
---|---|---|---|---|---|---|---|---|---|
R2 | RPD | R2 | RPD | R2 | RPD | R2 | RPD | Selected bands | |
Chlorophyll (µmol/m2) | 0.847 | 2.56 | 0.805 | 2.27 | 0.063 | 1.03 | 0.921 | 3.54 | 730, 770 nm |
Leaf water content (%) | 0.045 | 1.02 | 0.045 | 1.02 | 0.094 | 1.05 | 0.428 | 1.32 | 1465, 2125 nm |
Specific leaf area (m2/kg) | 0.057 | 1.03 | 0.050 | 1.03 | 0.058 | 1.03 | 0.314 | 1.21 | 1870, 2275 nm |
Nitrogen (%) | 0.717 | 1.88 | 0.685 | 1.78 | 0.139 | 1.07 | 0.751 | 2.00 | 735, 745 nm |
Phosphorus (%) | 0.101 | 1.05 | 0.083 | 1.04 | 0.013 | 1.01 | 0.147 | 1.08 | 850, 860 nm |
Potassium (%) | 0.006 | 0.99 | 0.002 | 0.98 | 0.087 | 1.03 | 0.143 | 1.05 | 1215, 1325 nm |