Forward Problem on 1D Burgers equation
1.06Relative L2 ErrorFL-PINN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FL-PINNConstraint=✓, WT (s)=1332026.05 | 1.06 | 6.82 | 4.4 | 1.13 | |
| Standard PINNConstraint=✗, WT (s)=1132026.05 | 2.51 | 4.26 | 2.44 | 1.49 | |
| AdamFLIPConstraint=✓, WT (s)=1152026.05 | 3.12 | 1 | 1 | 2.6 | |
| trSQP-PINNConstraint=✓, WT (s)=6252026.05 | 4.43 | 9.91 | 9.8 | 1.31 | |
| AL-PINNConstraint=✓, WT (s)=1552026.05 | 8.2 | 2.34 | 6.25 | 2.97 |