Table 6.
Evaluation metrics for the implemented models for nitrogen estimation.
| Model | FS1 | FS2 | FS3 | FS4 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| R2 | MAE | RMSE | R2 | MAE | RMSE | R2 | MAE | RMSE | R2 | MAE | RMSE | |
| GPR | 0.999 | 0.0305 | 0.119 | 0.998 | 0.0562 | 0.189 | 0.95 | 0.115 | 0.345 | 0.93 | 0.214 | 0.759 |
| ER | 0.97 | 0.194 | 0.482 | 0.98 | 0.197 | 0.454 | 0.91 | 0.452 | 0.956 | 0.92 | 0.241 | 0.901 |
| TR | 0.97 | 0.282 | 0.531 | 0.97 | 0.198 | 0.523 | 0.9 | 0.458 | 0.898 | 0.9 | 0.526 | 0.918 |
| NNR | 0.77 | 0.793 | 1.082 | 0.79 | 0.642 | 1.325 | 0.61 | 0.889 | 1.185 | 0.62 | 1.101 | 1.004 |
| SVMR | 0.65 | 0.861 | 1.154 | 0.68 | 0.785 | 1.552 | 0.54 | 1.001 | 1.201 | 0.58 | 1.165 | 1.198 |