Table 6 Performance of XGBoost across DR strategies.
Model | Strategy | MAE | MSE | MAPE | CV RMSE | R2 |
|---|---|---|---|---|---|---|
XGBoost | Peak clipping | 3.895088 | 28.439019 | 9.24 | 0.053 | 0.886076 |
XGBoost | Valley filling | 3.934991 | 27.642842 | 8.83 | 0.152 | 0.943762 |
XGBoost | Load shifting | 4.024712 | 29.306012 | 5.71 | 0.15 | 0.835013 |
XGBoost | Strategic conservation | 3.823598 | 26.583385 | 13.7 | 0.105 | 0.975482 |
XGBoost | Strategic load growth | 3.769721 | 27.075451 | 6.18 | 0.081 | 1 |
XGBoost | Flexible load shape | 4.006232 | 30.413898 | 9.15 | 0.087 | 0.827308 |
