Table 4 Results of prediction.
From: Comparison of machine learning models for rock UCS prediction using measurement while drilling data
Method | Prediction | |||
|---|---|---|---|---|
RMSE | R2 | MAE | SDR | |
MLP | 51.249 | 0.574 | 40.900 | 50.889 |
SVR | 33.748 | 0.823 | 26.669 | 32.856 |
CNN | 43.503 | 0.693 | 38.422 | 41.953 |
RT | 24.716 | 0.887 | 20.105 | 24.659 |
LSTM | 49.595 | 0.596 | 39.898 | 49.595 |
