TABLE 3.
The coefficient of determination (R2) of the linear relationship between the studied vegetation indices and crop total biomass dry weight, sugar release, and theoretical ethanol yield as affected by the three temporal scenarios (TSs) studied.
|
Single dates, in DAS (TS-1)* |
Combined dates* |
||||||||
| Bioethanol-related variable/vegetation index | 94 | 104 | 119 | 130 | 143 | 161 | 175 | On anthesis (TS-2) | Full crop development (TS-3) |
| Total biomass | |||||||||
| Visible | |||||||||
| ExG | 0.18* | 0.22* | 0.16* | 0.15* | 0.11 | 0.16* | 0.17 | ||
| VIgreen | 0.19* | 0.23* | 0.16* | 0.19* | 0.14* | 0.27* | 0.22* | 0.23* | |
| TCI | 0.29* | 0.30* | 0.25* | 0.17* | 0.21* | 0.15 | 0.33* | 0.19 | 0.37* |
| Visible and NIR | |||||||||
| NDVI | 0.41* | 0.41* | 0.40* | 0.35* | 0.45* | 0.50* | 0.34* | 0.54* | 0.58* |
| GNDVI | 0.40* | 0.40* | 0.40* | 0.39* | 0.49* | 0.51* | 0.35* | 0.57* | 0.59 * |
| MCARI | 0.39* | 0.39* | 0.41* | 0.39* | 0.47* | 0.48* | 0.40* | 0.41* | 0.58* |
| MSR | 0.30* | 0.32* | 0.37* | 0.35* | 0.40* | 0.41* | 0.41* | 0.52* | 0.56* |
| Sugar release | |||||||||
| Visible | |||||||||
| ExG | 0.29* | 0.43* | 0.45* | 0.48* | 0.47* | 0.39* | 0.57 * | 0.51* | |
| VIgreen | 0.28* | 0.42* | 0.43* | 0.46* | 0.46* | 0.36* | 0.52* | 0.48* | |
| TCI | 0.18* | 0.44* | 0.47* | 0.43* | 0.39* | 0.32* | 0.12 | 0.52* | 0.48* |
| Visible and NIR | |||||||||
| NDVI | 0.18* | 0.41* | 0.42* | 0.45* | 0.45* | 0.24* | 0.34* | 0.44* | |
| GNDVI | 0.17* | 0.28* | 0.26* | 0.26* | 0.25* | 0.20 | 0.23* | ||
| MCARI | 0.16* | 0.35* | 0.33* | 0.37* | 0.45* | 0.17* | 0.37* | 0.39* | |
| MSR | 0.13 | 0.29* | 0.31* | 0.32* | 0.45* | 0.22* | 0.25* | 0.39* | |
| Theoretical ethanol yield | |||||||||
| Visible | |||||||||
| ExG | 0.26* | 0.35* | 0.28* | 0.27* | 0.24* | 0.21* | 0.32* | 0.32* | |
| VIgreen | 0.27* | 0.36* | 0.28* | 0.32* | 0.27* | 0.39* | 0.37* | 0.37* | |
| TCI | 0.36* | 0.42* | 0.37* | 0.27* | 0.32* | 0.27* | 0.33* | 0.34* | 0.51* |
| Visible and NIR | |||||||||
| NDVI | 0.46* | 0.51* | 0.48* | 0.46* | 0.54* | 0.55* | 0.34* | 0.62* | 0.66 * |
| GNDVI | 0.43* | 0.47* | 0.45* | 0.45* | 0.53* | 0.45* | 0.28* | 0.58* | 0.61* |
| MCARI | 0.45* | 0.50* | 0.50* | 0.48* | 0.54* | 0.49* | 0.35* | 0.53* | 0.65* |
| MSR | 0.37* | 0.42* | 0.48* | 0.44* | 0.52* | 0.48* | 0.37* | 0.57* | 0.65* |
Significant R2 values at p ≤ 0.001 are marked with an asterisk, while insignificant R2 values are not shown. White, gray, and black cells indicate low (R2 < 0.50), moderate (0.50 ≤ R2 < 0.60) and high (R2 ≥ 0.60) correlations, respectively. The bold numbers and the underlined numbers enphasize the best result of each VI and each TS, respectively. *Dataset: 234 samples for each date of TS-1, 495 samples for the combined dates of TS-2, and 1638 samples for the combined dates of TS-3.