Forward PDE Solving on Heat2D_VaryingCoef (test)
0.9861Mean L2 Reconstruction ErrorFNN-PINN
Evaluation Results
| Method | Links | |
|---|---|---|
| FNN-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 0.9861 | |
| GAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 0.9993 | |
| SEA-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 1.0781 | |
| LAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 1.6852 |