Research Article
Power Grid Estimation Using Electric Network Frequency Signals
Table 5
The F1 Score of power grid estimation on power line signal (trained 70%, averaged over 20 rounds).
| Time (hour) | 0.25 | 0.5 | 1 | 2 | 3 | 4 | 6 | 8 | 12 | 24 | Number of data points | 60 | 120 | 240 | 480 | 720 | 960 | 1440 | 1920 | 2880 | 5760 |
| Proposed with SVM | 0.66 | 0.76 | 0.88 | 0.95 | 0.96 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | Proposed with XGBoost | 0.66 | 0.77 | 0.87 | 0.94 | 0.95 | 0.97 | 0.98 | 0.99 | 0.99 | 0.98 |
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