Inverse PDE solving on Helmholtz
15.91Relative ErrorEqui-FunDPS
Evaluation Results
| Method | Links | |
|---|---|---|
| Equi-FunDPSSteps (N)=5002025.05 | 15.91 | |
| FunDPSSteps (N)=5002025.05 | 17.16 | |
| DiffusionPDESteps (N)=20002025.05 | 19.07 | |
| DiffusionPDEObservation mode=Sparse (5/128 points)2024.06 | 22.6 | |
| FM4PDEnumber of steps=1000, number of observations=5002026.05 | 40.82 | |
| DiffusionPDEnumber of steps=1000, number of observations=5002026.05 | 44.5 | |
| DeepONetObservation mode=Sparse (5/128 points), Training setup=Full observation2024.06 | 132.8 | |
| PINNsObservation mode=Sparse (5/128 points), Training setup=Full observation2024.06 | 160 | |
| PINOObservation mode=Sparse (5/128 points), Training setup=Full observation2024.06 | 216.9 | |
| FNOObservation mode=Sparse (5/128 points), Training setup=Full observation2024.06 | 218.2 |