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Inverse-problem estimation on Euler equations 5% noise
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1.0212
Estimated k Value
PINN
0.983448
0.993249
1.00305
1.012851
Jun 17, 2026
Estimated k Value
Density (rho) Relative Error
Velocity (u) Relative Error
Pressure (p) Relative Error
Updated 1mo ago
Evaluation Results
Method
Method
Links
Estimated k Value
Density (rho) Relative Error
Velocity (u) Relative Error
Pressure (p) Relative Error
PINN
2026.06
1.0212
2.6
4.91
5.15
PI-HPQNN
2026.06
1.0013
8.56
2.84
2.45
FPINN
2026.06
0.9985
1.45
1.41
1.77
HQNN
2026.06
0.9849
2.52
7.02
6.96
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