Optimal Power Flow prediction on OPFData (full topology)
0.01Voltage Angle ErrorHH-MPNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HH-MPNNSystem=14-IEEE2025.10 | 0.01 | 0 | 0.21 | 0.06 | |
| CNNSystem=14-IEEE2025.10 | 0.03 | 0.02 | 0.08 | 2 | |
| HH-MPNNSystem=30-IEEE2025.10 | 0.05 | 0.01 | 0.37 | 0.24 | |
| CNNSystem=30-IEEE2025.10 | 0.07 | 0.05 | 0.32 | 2 | |
| FNNSystem=30-IEEE2025.10 | 0.32 | 0.06 | 13 | 3 | |
| HH-MPNNSystem=2000-GOC2025.10 | 0.34 | 0.06 | 5 | 9 | |
| HH-MPNNSystem=57-IEEE2025.10 | 0.37 | 0.02 | 106 | 20 | |
| FNNSystem=14-IEEE2025.10 | 0.4 | 0.02 | 3 | 3 | |
| FNNSystem=57-IEEE2025.10 | 0.63 | 0.06 | 142 | 44 | |
| CNNSystem=57-IEEE2025.10 | 0.64 | 0.06 | 139 | 44 | |
| CNNSystem=118-IEEE2025.10 | 0.83 | 0.04 | 12 | 22 | |
| FNNSystem=2000-GOC2025.10 | 0.88 | 0.09 | 10 | 17 | |
| HH-MPNNSystem=500-GOC2025.10 | 1 | 0.03 | 6 | 7 | |
| GCNSystem=30-IEEE2025.10 | 2 | 0.6 | 3 | 0.98 | |
| FNNSystem=118-IEEE2025.10 | 2 | 0.1 | 55 | 75 | |
| GCNSystem=14-IEEE2025.10 | 3 | 0.43 | 17 | 3 | |
| GCNSystem=57-IEEE2025.10 | 3 | 1 | 60 | 6 | |
| HH-MPNNSystem=118-IEEE2025.10 | 3 | 0.07 | 42 | 33 | |
| FNNSystem=500-GOC2025.10 | 3 | 0.05 | 13 | 11 | |
| CNNSystem=500-GOC2025.10 | 3 | 0.05 | 13 | 11 | |
| CNNSystem=2000-GOC2025.10 | 6 | 0.09 | 10 | 17 | |
| GCNSystem=118-IEEE2025.10 | 9 | 0.77 | 318 | 68 |