Table 4 Comparing the BBO-ANN reliability for the WOB prediction with other techniques.
From: A novel neural-evolutionary framework for predicting weight on the bit in drilling operations
Model | MAE | MSE | ||
|---|---|---|---|---|
Training | Testing | Training | Testing | |
BBO-ANN | 2.70 | 2.75 | 12.73 | 14.06 |
ANFIS with cluster radius of 0.5 | 2.96 | 2.95 | 15.51 | 15.32 |
GMDH | 3.11 | 3.13 | 16.83 | 17.36 |
MLR | 3.62 | 3.77 | 21.16 | 22.56 |
SVR with linear kernel | 3.65 | 3.60 | 21.48 | 21.42 |
