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Forward PDE solving on Nonlinear Schrödinger (NLS) Equation
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1.05
Rel. L2 Error (Coupled Field)
PINN
0.6952
3.0901
5.485
7.8799
Jun 17, 2026
Rel. L2 Error (Coupled Field)
Rel. L2 Error (Amplitude |ψ|)
Updated 1mo ago
Evaluation Results
Method
Method
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Rel. L2 Error (Coupled Field)
Rel. L2 Error (Amplitude |ψ|)
PINN
Parameter value (n)=6
2026.06
1.05
7.86
FPINN
Parameter value (n)=2
2026.06
1.78
1.26
PI-HPQNN
Parameter value (n)=4
2026.06
2.38
1.35
HQNN
Parameter value (n)=4
2026.06
2.67
1.76
HQNN
Parameter value (n)=2
2026.06
2.93
1.86
PINN
Parameter value (n)=2
2026.06
3.02
1.88
PINN
Parameter value (n)=4
2026.06
3.4
1.72
PI-HPQNN
Parameter value (n)=2
2026.06
3.76
2.23
FPINN
Parameter value (n)=4
2026.06
4.8
3.13
HQNN
Parameter value (n)=6
2026.06
5.19
3.83
PI-HPQNN
Parameter value (n)=6
2026.06
6.67
3.12
FPINN
Parameter value (n)=6
2026.06
9.92
8.97
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