Operator Learning Rollout Prediction on Navier-Stokes Equation E4
0MSETF-SNO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TF-SNOStep=12026.06 | 0 | 0.0008 | 0.0016 | |
| FNOStep=12026.06 | 0 | 0.0018 | 0.0036 | |
| U-NOStep=12026.06 | 0 | 0.0012 | 0.0024 | |
| PINOStep=12026.06 | 0 | 0.002 | 0.0037 | |
| FINOStep=12026.06 | 0 | 0.0026 | 0.0043 | |
| TF-SNOStep=102026.06 | 0 | 0.0064 | 0.0122 | |
| WNOStep=12026.06 | 0 | 0.0062 | 0.0106 | |
| U-NOStep=102026.06 | 0.0001 | 0.0102 | 0.0192 | |
| TF-SNOStep=252026.06 | 0.0001 | 0.0145 | 0.0275 | |
| FNOStep=102026.06 | 0.0001 | 0.015 | 0.0289 | |
| PINOStep=102026.06 | 0.0001 | 0.0165 | 0.028 | |
| FINOStep=102026.06 | 0.0002 | 0.0228 | 0.0338 | |
| U-NOStep=252026.06 | 0.0003 | 0.0235 | 0.0434 | |
| FNOStep=252026.06 | 0.0005 | 0.0327 | 0.0609 | |
| TF-SNOStep=502026.06 | 0.0005 | 0.0325 | 0.0592 | |
| PINOStep=252026.06 | 0.0006 | 0.0372 | 0.0595 | |
| DeepONetStep=102026.06 | 0.0011 | 0.0463 | 0.0944 | |
| FINOStep=252026.06 | 0.0012 | 0.0531 | 0.0736 | |
| WNOStep=102026.06 | 0.0016 | 0.0598 | 0.0966 | |
| U-NOStep=502026.06 | 0.0016 | 0.0558 | 0.1086 | |
| DeepONetStep=252026.06 | 0.0029 | 0.0785 | 0.1335 | |
| PINOStep=502026.06 | 0.003 | 0.0828 | 0.1429 | |
| DeepONetStep=12026.06 | 0.0031 | 0.0802 | 0.1657 | |
| FNOStep=502026.06 | 0.0035 | 0.0867 | 0.1702 | |
| FINOStep=502026.06 | 0.0073 | 0.1274 | 0.2168 | |
| DeepONetStep=502026.06 | 0.0295 | 0.2366 | 0.4427 | |
| WNOStep=252026.06 | 0.0465 | 0.2836 | 0.5595 | |
| WNOStep=502026.06 | 2.5531 | 2.44 | 4.7288 |