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ResearchFormerly WizWand

Velocity and Pressure Prediction on Aneurysm 28.4% Deformation (test)

0.003Velocity Relative L2 ErrorRFF
0.001560.011280.0210.03072Aug 4, 2025
Updated 5mo ago

Evaluation results

MethodLinks
RFFReynolds number (Re)=1002025.080.0030.209
Δ-PINNReynolds number (Re)=1002025.080.0030.133
RAR-DReynolds number (Re)=1002025.080.0040.161
Baseline non-dimReynolds number (Re)=1002025.080.0050.105
JacobiNet + RFFReynolds number (Re)=1002025.080.0050.115
JacobiNet + RFFReynolds number (Re)=3002025.080.0050.14
JacobiNet + RFFReynolds number (Re)=5002025.080.0050.154
Grad NormReynolds number (Re)=1002025.080.0060.114
JacobiNetReynolds number (Re)=5002025.080.0060.095
JacobiNet + RFFReynolds number (Re)=10002025.080.0060.132
JacobiNetReynolds number (Re)=3002025.080.0070.114
JacobiNet + Grad NormReynolds number (Re)=1002025.080.0070.06
JacobiNet + Grad NormReynolds number (Re)=3002025.080.0070.097
JacobiNet + Grad NormReynolds number (Re)=5002025.080.0070.089
Δ-PINNReynolds number (Re)=5002025.080.0080.359
JacobiNetReynolds number (Re)=1002025.080.0080.184
JacobiNet + Grad NormReynolds number (Re)=10002025.080.0080.193
Δ-PINNReynolds number (Re)=3002025.080.0090.123
JacobiNetReynolds number (Re)=10002025.080.0090.237
RFFReynolds number (Re)=5002025.080.010.561
Δ-PINNReynolds number (Re)=10002025.080.0140.538
RFFReynolds number (Re)=10002025.080.0170.864
RAR-DReynolds number (Re)=102025.080.0170.13
RFFReynolds number (Re)=3002025.080.0180.778
RAR-DReynolds number (Re)=5002025.080.0180.832
Baseline non-dimReynolds number (Re)=10002025.080.0191.162
Baseline non-dimReynolds number (Re)=5002025.080.021.02
RAR-DReynolds number (Re)=3002025.080.0210.963
Δ-PINNReynolds number (Re)=102025.080.0210.074
Grad NormReynolds number (Re)=5002025.080.0221.09
RFFReynolds number (Re)=102025.080.0220.171
RAR-DReynolds number (Re)=10002025.080.0231.001
Baseline non-dimReynolds number (Re)=102025.080.0240.102
Grad NormReynolds number (Re)=102025.080.0240.097
Baseline non-dimReynolds number (Re)=3002025.080.0261.03
Grad NormReynolds number (Re)=3002025.080.031.15
JacobiNet + Grad NormReynolds number (Re)=102025.080.0320.059
JacobiNetReynolds number (Re)=102025.080.0330.055
JacobiNet + RFFReynolds number (Re)=102025.080.0340.047
Grad NormReynolds number (Re)=10002025.080.0391.14