AC Power Flow on PFΔ GOC 2000-bus system case2000 (test)
30Solved CountSFT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SFTBackbone=GNN, Hidden Dimension (d)=128, Message Passing Rounds (T)=60, Iteration cap=10002026.05 | 30 | 14.87 | 14.87 | 55.17 | 0.99 | |
| PPO+V*Backbone=GNN, Hidden Dimension (d)=128, Message Passing Rounds (T)=60, Iteration cap=10002026.05 | 30 | 14.67 | 14.67 | 55.19 | 1.04 | |
| Newton’s Lantern (GRPO+Rϕ)Backbone=GNN, Hidden Dimension (d)=128, Message Passing Rounds (T)=60, Iteration cap=10002026.05 | 30 | 14.03 | 14.03 | 55.32 | 1.36 | |
| Flat startIteration cap=10002026.05 | 0 | — | 1,000 | 78.43 | 5.06 | |
| DC startIteration cap=10002026.05 | 0 | — | 1,000 | 38.31 | 4.97 |