Optimal Power Flow prediction on PGLearn full topology
0.01Theta ErrorHH-MPNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HH-MPNNSystem=14-IEEE2025.10 | 0.01 | 0.01 | 0.04 | 0.04 | |
| HH-MPNNSystem=30-IEEE2025.10 | 0.01 | 0.01 | 0.02 | 0.13 | |
| HH-MPNNSystem=57-IEEE2025.10 | 0.03 | 0.01 | 4 | 0.84 | |
| CNNSystem=30-IEEE2025.10 | 0.09 | 0.03 | 0.41 | 3 | |
| CNNSystem=14-IEEE2025.10 | 0.1 | 0.04 | 0.5 | 0.94 | |
| CNNSystem=57-IEEE2025.10 | 0.2 | 0.04 | 9 | 16 | |
| FNNSystem=57-IEEE2025.10 | 0.26 | 0.06 | 43 | 22 | |
| FNNSystem=30-IEEE2025.10 | 0.27 | 0.06 | 3 | 4 | |
| FNNSystem=14-IEEE2025.10 | 0.42 | 0.18 | 11 | 3 | |
| CNNSystem=118-IEEE2025.10 | 0.58 | 0.05 | 7 | 20 | |
| HH-MPNNSystem=118-IEEE2025.10 | 0.85 | 0.07 | 7 | 11 | |
| GCNSystem=57-IEEE2025.10 | 3 | 1 | 47 | 11 | |
| FNNSystem=118-IEEE2025.10 | 3 | 0.07 | 37 | 35 | |
| GCNSystem=30-IEEE2025.10 | 5 | 1 | 28 | 5 | |
| GCNSystem=14-IEEE2025.10 | 6 | 2 | 72 | 13 | |
| GCNSystem=118-IEEE2025.10 | 26 | 1 | 479 | 246 |