Operator Learning Rollout Prediction on E5 Navier-Stokes Equation
0MSETF-SNO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TF-SNOStep=12026.06 | 0 | 0.0019 | 0.0034 | |
| FNOStep=12026.06 | 0 | 0.003 | 0.0054 | |
| U-NOStep=12026.06 | 0 | 0.0019 | 0.0041 | |
| FINOStep=12026.06 | 0 | 0.0026 | 0.0055 | |
| PINOStep=12026.06 | 0 | 0.0057 | 0.0083 | |
| WNOStep=12026.06 | 0 | 0.0099 | 0.0146 | |
| U-NOStep=102026.06 | 0.0001 | 0.0149 | 0.0306 | |
| TF-SNOStep=102026.06 | 0.0001 | 0.0156 | 0.028 | |
| FINOStep=102026.06 | 0.0002 | 0.022 | 0.0429 | |
| FNOStep=102026.06 | 0.0003 | 0.024 | 0.0425 | |
| U-NOStep=252026.06 | 0.0005 | 0.0335 | 0.0679 | |
| TF-SNOStep=252026.06 | 0.0006 | 0.0356 | 0.065 | |
| PINOStep=102026.06 | 0.0011 | 0.0492 | 0.0716 | |
| FINOStep=252026.06 | 0.0011 | 0.0507 | 0.0899 | |
| FNOStep=252026.06 | 0.0012 | 0.05 | 0.0892 | |
| TF-SNOStep=502026.06 | 0.0025 | 0.075 | 0.1357 | |
| FNOStep=502026.06 | 0.0043 | 0.0959 | 0.1842 | |
| U-NOStep=502026.06 | 0.0044 | 0.0921 | 0.1894 | |
| WNOStep=102026.06 | 0.0045 | 0.0998 | 0.1586 | |
| FINOStep=502026.06 | 0.005 | 0.1036 | 0.2021 | |
| PINOStep=252026.06 | 0.005 | 0.106 | 0.1586 | |
| DeepONetStep=12026.06 | 0.0125 | 0.1689 | 0.3141 | |
| PINOStep=502026.06 | 0.0177 | 0.1975 | 0.3291 | |
| WNOStep=252026.06 | 0.042 | 0.3148 | 0.7438 | |
| DeepONetStep=102026.06 | 0.1085 | 0.495 | 0.6236 | |
| DeepONetStep=252026.06 | 0.3056 | 0.8178 | 0.9551 | |
| WNOStep=502026.06 | 0.3163 | 0.864 | 2.1525 | |
| DeepONetStep=502026.06 | 0.3175 | 0.8456 | 1.0271 |