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Forward PDE Solving on KuramotoSivashinskyEquation (test)

0.9702Mean L2 Relative ErrorFNN-PINN
0.3820084.3523048.322612.292896Jun 18, 2026

Evaluation results

MethodLinks
FNN-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.060.9702
SEA-PINNNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.060.9719
LAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.060.9802
GAAFNumber of Layers=5, Neurons per Layer=100, Activation Function=tanh, Initialization=Xavier-normal, Collocation Points=standard2026.0615.675