Forward PDE Solving on KuramotoSivashinskyEquation (test)
0.9702Mean L2 Relative 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 | 0.9702 | |
| SEA-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 0.9719 | |
| LAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 0.9802 | |
| GAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.06 | 15.675 |