Mesh-based physics prediction on Nonlinear Shallow-Water-Style Dynamics Frequency extrapolation (test)
1One-step MSEPI-MGN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PI-MGNscenario=k_test > k_train2026.05 | 1 | 100 | 100 | |
| MGNscenario=k_test > k_train2026.05 | 2.3 | 9 | 100 | |
| FNOscenario=k_test > k_train2026.05 | 3.5 | 1.9 | 2.7 | |
| MeshFT-Netscenario=k_test > k_train2026.05 | 4.1 | 1.8 | 5.1 | |
| HNNscenario=k_test > k_train2026.05 | 4.8 | 1.5 | 4.5 | |
| MGN-HPscenario=k_test > k_train2026.05 | 6.5 | 6.2 | 1.6 | |
| GraphCONscenario=k_test > k_train2026.05 | 8.7 | 69 | 96.5 |