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Physics-Informed Machine Learning on 1D-Wave (test)
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1.15
Rd (Residual Density)
Ours-Sob.
0.8052
3.1326
5.46
7.7874
May 25, 2026
Rd (Residual Density)
Rp (Residual Pressure)
Ric (Residual Internal Energy Concentration)
Rig (Residual Internal Energy Gradient)
Rb1 (Residual Boundary 1)
Rb2 (Residual Boundary 2)
Sum Rtest (Total Residual Error)
Updated 7d ago
Evaluation Results
Method
Method
Links
Rd (Residual Density)
Rp (Residual Pressure)
Ric (Residual Internal Energy Concentration)
Rig (Residual Internal Energy Gradient)
Rb1 (Residual Boundary 1)
Rb2 (Residual Boundary 2)
Sum Rtest (Total Residual Error)
Ours-Sob.
Training Iterations=40k
2026.05
1.15
4.11
1.54
9.92
1.1
1.11
4.22
NTK-60k
Training Iterations=60k
2026.05
9.77
3.97
1.09
1.04
1
1.03
4.08
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