Fluid flow prediction on Primitive (P) TPMS channel
0.0001MSE (|u|)MUSA-PINN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MUSA-PINNReference=Ours2026.03 | 0.0001 | 1.42 | 0.0052 | 1.33 | |
| MDPINN-GDReference=NeurIPS' 20252026.03 | 0.0002 | 2.6 | 10.639 | 60.01 | |
| CoPINNReference=ICML' 20252026.03 | 0.0003 | 2.83 | 0.1258 | 6.54 | |
| RoPINNReference=NeurIPS' 20242026.03 | 0.0005 | 3.51 | 0.0948 | 5.67 | |
| PINN-PEReference=-2026.03 | 0.0006 | 3.76 | 0.0845 | 5.36 | |
| MUSA-PINNReference=Ours2026.03 | 0.0527 | 12.46 | 31.3286 | 26.55 | |
| RoPINNReference=NeurIPS' 20242026.03 | 2.5541 | 86.71 | 360.9349 | 90.12 | |
| MDPINN-GDReference=NeurIPS' 20252026.03 | 2.6693 | 88.64 | 300.3825 | 82.22 | |
| CoPINNReference=ICML' 20252026.03 | 2.7611 | 90.15 | 306.4326 | 83.04 | |
| PINN-PEReference=-2026.03 | 2.7627 | 90.18 | 306.4535 | 83.04 |