Optimal Power Flow prediction on DataKit full topology
186Voltage Angle (theta)GCN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCNSystem=118-IEEE2025.10 | 186 | 4 | 2,167 | 585 | |
| GCNSystem=57-IEEE2025.10 | 31 | 3 | 408 | 34 | |
| CNNSystem=118-IEEE2025.10 | 21 | 0.58 | 277 | 238 | |
| CNNSystem=2000-GOC2025.10 | 12 | 0.46 | 141 | 69 | |
| CNNSystem=500-GOC2025.10 | 9 | 0.43 | 440 | 88 | |
| FNNSystem=118-IEEE2025.10 | 7 | 0.44 | 273 | 156 | |
| HH-MPNNSystem=118-IEEE2025.10 | 6 | 0.57 | 79 | 96 | |
| FNNSystem=500-GOC2025.10 | 4 | 0.11 | 30 | 24 | |
| GCNSystem=14-IEEE2025.10 | 3 | 1 | 50 | 11 | |
| FNNSystem=2000-GOC2025.10 | 3 | 0.27 | 62 | 42 | |
| HH-MPNNSystem=2000-GOC2025.10 | 2.03 | 0.34 | 16.05 | 18.76 | |
| GCNSystem=30-IEEE2025.10 | 2 | 0.75 | 15 | 3 | |
| HH-MPNNSystem=500-GOC2025.10 | 1.57 | 0.22 | 7.63 | 17.64 | |
| FNNSystem=57-IEEE2025.10 | 0.43 | 0.11 | 18 | 26 | |
| FNNSystem=14-IEEE2025.10 | 0.35 | 0.09 | 2 | 5 | |
| CNNSystem=57-IEEE2025.10 | 0.34 | 0.09 | 29 | 23 | |
| FNNSystem=30-IEEE2025.10 | 0.21 | 0.08 | 2 | 6 | |
| HH-MPNNSystem=57-IEEE2025.10 | 0.15 | 0.03 | 6 | 3 | |
| CNNSystem=14-IEEE2025.10 | 0.09 | 0.07 | 1 | 3 | |
| CNNSystem=30-IEEE2025.10 | 0.08 | 0.05 | 1 | 3 | |
| HH-MPNNSystem=14-IEEE2025.10 | 0.06 | 0.01 | 0.12 | 0.05 | |
| HH-MPNNSystem=30-IEEE2025.10 | 0.06 | 0.01 | 0.01 | 0.19 |