PDE Surrogate Modeling on Single-phase Darcy flow 64 x 64 (test)
0.048Relative L2 ErrorFNO
Evaluation results
| Method | Links | |
|---|---|---|
| FNOLabeled samples (N_l)=5002026.04 | 0.048 | |
| FNOLabeled samples (N_l)=2502026.04 | 0.063 | |
| PI-JEPALabeled samples (N_l)=5002026.04 | 0.089 | |
| ScratchLabeled samples (N_l)=5002026.04 | 0.118 | |
| PI-JEPALabeled samples (N_l)=2502026.04 | 0.132 | |
| ScratchLabeled samples (N_l)=2502026.04 | 0.175 | |
| PI-JEPALabeled samples (N_l)=1002026.04 | 0.213 | |
| ScratchLabeled samples (N_l)=1002026.04 | 0.256 | |
| DeepONetLabeled samples (N_l)=2502026.04 | 0.312 | |
| DeepONetLabeled samples (N_l)=5002026.04 | 0.315 | |
| ScratchLabeled samples (N_l)=502026.04 | 0.402 | |
| FNOLabeled samples (N_l)=1002026.04 | 0.404 | |
| PI-JEPALabeled samples (N_l)=502026.04 | 0.424 | |
| ScratchLabeled samples (N_l)=252026.04 | 0.463 | |
| ScratchLabeled samples (N_l)=102026.04 | 0.468 | |
| PI-JEPALabeled samples (N_l)=252026.04 | 0.482 | |
| PI-JEPALabeled samples (N_l)=102026.04 | 0.485 | |
| DeepONetLabeled samples (N_l)=1002026.04 | 0.509 | |
| FNOLabeled samples (N_l)=502026.04 | 0.599 | |
| FNOLabeled samples (N_l)=252026.04 | 0.72 | |
| FNOLabeled samples (N_l)=102026.04 | 0.873 | |
| DeepONetLabeled samples (N_l)=502026.04 | 1.05 | |
| DeepONetLabeled samples (N_l)=252026.04 | 1.727 | |
| DeepONetLabeled samples (N_l)=102026.04 | 1.874 |