PDE Solving on Helmholtz Equation (train)
1.23Training LossPINN
Evaluation Results
| Method | Links | |
|---|---|---|
| PINNLayers=5, Units=256, Batch size=1024, Learning rate=0.005, Loss Balancing=Yes, Bias term=Yes, Random samples=30 of 144, Training time=02h 51m 25s2026.03 | 1.23 | |
| PINN-DaFFsLayers=5, Units=256, Batch size=1024, Learning rate=0.0005, DaFF comp=(1, 2), DaFF (m, n)=(2, 8), Loss Balancing=No, Bias term=No, Random samples=40 of 540, Training time=31m 25s2026.03 | 3.86 | |
| PINN-RFFsLayers=5, Units=128, Batch size=2048, Learning rate=0.0005, Fourier sigma^2_j=(1), Loss Balancing=Yes, Bias term=Yes, Random samples=35 of 324, Training time=01h 13m 06s2026.03 | 8.23 |