Forward PDE Solving on Darcy Flow (test)
0.105Relative H1 ErrorsCM-PINN
Evaluation Results
| Method | Links | |
|---|---|---|
| sCM-PINNNFE=642026.02 | 0.105 | |
| sCM-PINNNFE=322026.02 | 0.108 | |
| sCM-PINNNFE=162026.02 | 0.11 | |
| sCMNFE=642026.02 | 0.181 | |
| sCMNFE=322026.02 | 0.192 | |
| sCMNFE=162026.02 | 0.2 | |
| DiffusionPDENFE=1272026.02 | 0.349 | |
| DiffusionPDENFE=632026.02 | 0.418 | |
| DiffusionPDENFE=312026.02 | 0.637 | |
| FM4PDEObservation setting=full observations, Number of steps=10002026.05 | 1.33 | |
| FNOObservation setting=full observations2026.05 | 3.62 | |
| DeepONetObservation setting=full observations2026.05 | 39.58 |