Inverse PDE Solving on HeatInv (test)
0.1327Mean L2 Relative ErrorSEA-PINN
Evaluation Results
| Method | Links | |
|---|---|---|
| SEA-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 0.1327 | |
| LAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 0.3589 | |
| GAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 1.0396 | |
| FNN-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 1.0969 |