Storm surge emulation on NCEP Reanalysis (Battery station)
0.0306RMSEPACT + Peak Aware Loss
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PACT + Peak Aware LossLoss Function=Peak Aware Loss, Historical forcing input=12 hours2026.05 | 0.0306 | 0.0235 | |
| PACTLoss Function=Mean Squared Error, Historical forcing input=12 hours2026.05 | 0.0309 | 0.0237 | |
| PACT + Peak Aware LossLoss Function=Peak Aware Loss, Historical forcing input=12 hours2026.05 | 0.0337 | 0.0246 | |
| PACTLoss Function=Mean Squared Error, Historical forcing input=12 hours2026.05 | 0.0349 | 0.0253 | |
| ST-GNN BaselineLoss Function=Mean Squared Error, Historical forcing input=12 hours2026.05 | 0.0469 | 0.0348 | |
| ST-GNN BaselineLoss Function=Mean Squared Error, Historical forcing input=12 hours2026.05 | 0.0536 | 0.0384 | |
| Simple GNN BaselineLoss Function=Mean Squared Error, Historical forcing input=None2026.05 | 0.0631 | 0.0473 | |
| Simple GNN BaselineLoss Function=Mean Squared Error, Historical forcing input=None2026.05 | 0.0659 | 0.048 |