Table 6 Sample forecasted electricity generation for 2025: a comparative analysis of random forest, XGBoost, and stacking ensemble models.
Sl. no | Date | Time | Wind speed (m/s) | Electricity generation (kW) | ||
|---|---|---|---|---|---|---|
RF | XGB | SE model | ||||
1 | 2025-01-01 | 00:00:00 | 12.4796 | 90.888 | 87.381 | 88.883 |
2 | 2025-01-01 | 01:00:00 | 6.5075 | 27.900 | 27.752 | 28.732 |
3 | 2025-01-01 | 02:00:00 | 13.5830 | 95.270 | 88.644 | 90.712 |
4 | 2025-01-01 | 03:00:00 | 5.3406 | 19.902 | 24.612 | 22.977 |
5 | 2025-01-01 | 04:00:00 | 10.4908 | 77.641 | 76.608 | 77.521 |
