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Inverse PDE Solving on 1D Burgers Equation
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4.02
Relative L2 Error
AL-PINN
3.9512
4.4156
4.88
5.3444
May 8, 2026
Relative L2 Error
Constraint Error (IC)
Constraint Error (BC)
Constraint Error (Phy)
Constraint Error (DL)
Updated 22d ago
Evaluation Results
Method
Method
Links
Relative L2 Error
Constraint Error (IC)
Constraint Error (BC)
Constraint Error (Phy)
Constraint Error (DL)
AL-PINN
Constraint=✓, WT (s)=334
2026.05
4.02
3.06
2.73
2.48
5.94
FL-PINN
Constraint=✓, WT (s)=334
2026.05
4.19
2.26
2.04
1.8
6.62
trSQP-PINN
Constraint=✓, WT (s)=621
2026.05
4.54
4.41
2.56
5.2
4.07
Standard PINN
Constraint=✗, WT (s)=248
2026.05
5.46
9
1
1
1.13
AdamFLIP
Constraint=✓, WT (s)=324
2026.05
5.74
2.9
3.5
2.11
1.2
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