Table 1 Comparison of prediction algorithms.
Model | Training set | Testing set | ||||
|---|---|---|---|---|---|---|
R2 | MAE | MBE | R2 | MAE | MBE | |
GA–SVR | 0.9960 | 1.7800 | − 0.0742 | 0.8601 | 9.2341 | 2.9112 |
SVR | 0.6974 | 9.9612 | − 1.2350 | 0.7284 | 13.9492 | − 6.9973 |
BP | 0.5412 | 14.1563 | − 2.5174 | 0.5410 | 15.8081 | − 11.9257 |
RF | 0.9328 | 4.7816 | 0.0648 | 0.7073 | 13.8018 | − 7.3491 |