Operator Learning Rollout Prediction on E6 Navier-Stokes Equation
0MSETF-SNO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TF-SNOStep=12026.06 | 0 | 0.001 | 0.0026 | |
| FNOStep=12026.06 | 0 | 0.0036 | 0.0061 | |
| U-NOStep=12026.06 | 0 | 0.0035 | 0.0037 | |
| PINOStep=12026.06 | 0 | 0.0025 | 0.0063 | |
| WNOStep=12026.06 | 0 | 0.005 | 0.008 | |
| TF-SNOStep=102026.06 | 0 | 0.0073 | 0.0172 | |
| TF-SNOStep=252026.06 | 0 | 0.0123 | 0.0301 | |
| FINOStep=12026.06 | 0 | 0.0112 | 0.0062 | |
| TF-SNOStep=502026.06 | 0.0001 | 0.0211 | 0.0554 | |
| PINOStep=102026.06 | 0.0001 | 0.0219 | 0.0515 | |
| U-NOStep=102026.06 | 0.0001 | 0.0331 | 0.0287 | |
| FNOStep=102026.06 | 0.0002 | 0.0312 | 0.051 | |
| DeepONetStep=12026.06 | 0.0002 | 0.0327 | 0.0948 | |
| WNOStep=102026.06 | 0.0003 | 0.0491 | 0.0796 | |
| PINOStep=252026.06 | 0.0004 | 0.0599 | 0.1327 | |
| U-NOStep=252026.06 | 0.0007 | 0.0833 | 0.066 | |
| FNOStep=252026.06 | 0.0008 | 0.074 | 0.1226 | |
| FINOStep=102026.06 | 0.0008 | 0.0929 | 0.0509 | |
| WNOStep=252026.06 | 0.0018 | 0.1235 | 0.2 | |
| U-NOStep=502026.06 | 0.003 | 0.1794 | 0.1484 | |
| FNOStep=502026.06 | 0.0038 | 0.1623 | 0.288 | |
| PINOStep=502026.06 | 0.0051 | 0.2163 | 0.457 | |
| FINOStep=252026.06 | 0.0059 | 0.2518 | 0.1582 | |
| WNOStep=502026.06 | 0.0077 | 0.2666 | 0.4368 | |
| DeepONetStep=102026.06 | 0.0207 | 0.3403 | 0.4851 | |
| FINOStep=502026.06 | 0.0247 | 0.5146 | 0.483 | |
| DeepONetStep=252026.06 | 0.0947 | 0.8908 | 1.2719 | |
| DeepONetStep=502026.06 | 0.1804 | 1.3746 | 2.2276 |