Table 4.
Approach | RMSE | MAPE | MAE | ±10% | |
---|---|---|---|---|---|
(min) | (%) | (min) | (%) | ||
Linear Regression [18] | 48.64 | n/a | 31.3 | n/a | n/a |
Ref. XGBoost [20] | n/a | 27 | n/a | 0.77 | 32 |
Ref. Random Forest [20] | n/a | 39 | n/a | 0.93 | 23 |
XGBoost-HY [21] | 36.64 | 35.16 | 21.52 | n/a | n/a |
XGBoost-SH [21] | 40.26 | 35.11 | 25.23 | n/a | n/a |
XGBoost - Department Specific (w) | 31.60 | 28 | 18.71 | 0.71 | 27 |
Random Forest - Department Specific (w) | 31.98 | 27 | 19.15 | 0.69 | 27 |
ANN - All inclusive | 47.6 | 45 | 20.14 | 0.64 | 26 |
1-d CNN - All inclusive | 48.6 | 47 | 28.77 | 0.65 | 17 |