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Benchmarks
Inverse-problem estimation on Euler equations No noise
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0.9996
Estimated k
PI-HPQNN
0.995024
0.996212
0.9974
0.998588
Jun 17, 2026
Estimated k
Density Relative Error
Velocity Relative Error
Pressure Relative Error
Updated 1mo ago
Evaluation Results
Method
Method
Links
Estimated k
Density Relative Error
Velocity Relative Error
Pressure Relative Error
PI-HPQNN
2026.06
0.9996
1.35
1.11
1.19
FPINN
2026.06
0.9984
6.38
1.99
3.29
HQNN
2026.06
0.9973
3.69
9.11
1.24
PINN
2026.06
0.9952
3.15
6.43
5.53
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