Forward PDE Solving on Poisson (test)
0.181Relative H1 ErrorsCM-PINN
Evaluation results
| Method | Links | |
|---|---|---|
| sCM-PINNNFE=642026.02 | 0.181 | |
| DiffusionPDENFE=1272026.02 | 0.185 | |
| sCM-PINNNFE=322026.02 | 0.228 | |
| sCMNFE=642026.02 | 0.278 | |
| sCM-PINNNFE=162026.02 | 0.32 | |
| sCMNFE=322026.02 | 0.333 | |
| sCMNFE=162026.02 | 0.417 | |
| DiffusionPDENFE=632026.02 | 0.534 | |
| DiffusionPDENFE=312026.02 | 0.999 | |
| FM4PDEObservation setting=full observations, Number of steps=10002026.05 | 1.65 | |
| DeepONetObservation setting=full observations2026.05 | 45.38 | |
| FNOObservation setting=full observations2026.05 | 54.69 |