Operator Learning Rollout Prediction on E3 Kuramoto-Sivashinsky Equation
0MSETF-SNO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TF-SNOStep=12026.06 | 0 | 0.0078 | 0.0158 | |
| U-NOStep=12026.06 | 0 | 0.0084 | 0.0159 | |
| WNOStep=12026.06 | 0 | 0.0092 | 0.0173 | |
| FINOStep=12026.06 | 0 | 0.0082 | 0.0163 | |
| FNOStep=12026.06 | 0 | 0.0127 | 0.0182 | |
| PINOStep=12026.06 | 0 | 0.0103 | 0.0158 | |
| TF-SNOStep=102026.06 | 0 | 0.0195 | 0.0256 | |
| FINOStep=102026.06 | 0 | 0.022 | 0.0302 | |
| U-NOStep=102026.06 | 0.0001 | 0.0338 | 0.0384 | |
| TF-SNOStep=252026.06 | 0.0002 | 0.0433 | 0.0484 | |
| WNOStep=102026.06 | 0.0002 | 0.0417 | 0.0494 | |
| FINOStep=252026.06 | 0.0003 | 0.0485 | 0.0572 | |
| PINOStep=102026.06 | 0.0003 | 0.0603 | 0.0641 | |
| U-NOStep=252026.06 | 0.0005 | 0.0751 | 0.0821 | |
| FNOStep=102026.06 | 0.0006 | 0.0756 | 0.0795 | |
| TF-SNOStep=502026.06 | 0.0009 | 0.0836 | 0.0911 | |
| FINOStep=502026.06 | 0.0011 | 0.0972 | 0.1102 | |
| WNOStep=252026.06 | 0.0014 | 0.1046 | 0.1168 | |
| U-NOStep=502026.06 | 0.0016 | 0.1307 | 0.1406 | |
| PINOStep=252026.06 | 0.0016 | 0.1355 | 0.1419 | |
| FNOStep=252026.06 | 0.0028 | 0.166 | 0.1721 | |
| DeepONetStep=12026.06 | 0.0049 | 0.2564 | 0.2937 | |
| PINOStep=502026.06 | 0.0066 | 0.2522 | 0.266 | |
| WNOStep=502026.06 | 0.0073 | 0.2182 | 0.2474 | |
| FNOStep=502026.06 | 0.009 | 0.2905 | 0.3005 | |
| DeepONetStep=102026.06 | 0.1171 | 1.4739 | 1.5362 | |
| DeepONetStep=252026.06 | 0.1545 | 1.6245 | 1.7389 | |
| DeepONetStep=502026.06 | 0.2724 | 1.9921 | 2.2553 |