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Benchmarks
Forward Problem on 1D Burgers equation
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1.06
Relative L2 Error
FL-PINN
0.7744
2.7022
4.63
6.5578
May 8, 2026
Relative L2 Error
Constraint Error (IC)
Constraint Error (BC)
Constraint Error (Phy)
Updated 22d ago
Evaluation Results
Method
Method
Links
Relative L2 Error
Constraint Error (IC)
Constraint Error (BC)
Constraint Error (Phy)
FL-PINN
Constraint=✓, WT (s)=133
2026.05
1.06
6.82
4.4
1.13
Standard PINN
Constraint=✗, WT (s)=113
2026.05
2.51
4.26
2.44
1.49
AdamFLIP
Constraint=✓, WT (s)=115
2026.05
3.12
1
1
2.6
trSQP-PINN
Constraint=✓, WT (s)=625
2026.05
4.43
9.91
9.8
1.31
AL-PINN
Constraint=✓, WT (s)=155
2026.05
8.2
2.34
6.25
2.97
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