Velocity and Pressure Prediction on Stenosis 51.2% Deformation (test)
0.4Velocity Relative L2 ErrorJacobiNet + RFF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| JacobiNet + RFFReynolds number (Re)=1002025.08 | 0.4 | 1.1 | |
| ∆-PINNReynolds number (Re)=1002025.08 | 0.8 | 1.2 | |
| JacobiNet + Grad NormReynolds number (Re)=1002025.08 | 0.9 | 1.7 | |
| JacobiNetReynolds number (Re)=1002025.08 | 1.1 | 1.6 | |
| JacobiNet + RFFReynolds number (Re)=10002025.08 | 1.4 | 0.6 | |
| RFFReynolds number (Re)=1002025.08 | 1.6 | 1.3 | |
| JacobiNet + RFFReynolds number (Re)=102025.08 | 1.7 | 2.1 | |
| RFFReynolds number (Re)=102025.08 | 2 | 2.2 | |
| JacobiNet + Grad NormReynolds number (Re)=102025.08 | 2.2 | 2.4 | |
| JacobiNet + RFFReynolds number (Re)=3002025.08 | 2.5 | 3 | |
| RAR-DReynolds number (Re)=102025.08 | 2.7 | 3.9 | |
| JacobiNetReynolds number (Re)=102025.08 | 2.8 | 3.2 | |
| JacobiNet + RFFReynolds number (Re)=5002025.08 | 2.9 | 1.4 | |
| ∆-PINNReynolds number (Re)=102025.08 | 3.3 | 2.1 | |
| Baseline non-dimReynolds number (Re)=102025.08 | 3.4 | 4.1 | |
| JacobiNetReynolds number (Re)=3002025.08 | 3.5 | 2.5 | |
| Grad NormReynolds number (Re)=102025.08 | 3.6 | 3.9 | |
| Baseline non-dimReynolds number (Re)=1002025.08 | 3.7 | 6.5 | |
| Grad NormReynolds number (Re)=3002025.08 | 4.7 | 5.4 | |
| Grad NormReynolds number (Re)=1002025.08 | 5.3 | 5.3 | |
| RAR-DReynolds number (Re)=1002025.08 | 5.3 | 5.1 | |
| JacobiNet + Grad NormReynolds number (Re)=3002025.08 | 5.7 | 3.4 | |
| JacobiNetReynolds number (Re)=5002025.08 | 5.8 | 2.9 | |
| ∆-PINNReynolds number (Re)=3002025.08 | 6.7 | 3.2 | |
| JacobiNet + Grad NormReynolds number (Re)=10002025.08 | 7.9 | 2.5 | |
| JacobiNetReynolds number (Re)=10002025.08 | 8.3 | 3.1 | |
| JacobiNet + Grad NormReynolds number (Re)=5002025.08 | 8.9 | 4.3 | |
| RFFReynolds number (Re)=3002025.08 | 12.2 | 5.8 | |
| RFFReynolds number (Re)=10002025.08 | 14.2 | 6.2 | |
| RFFReynolds number (Re)=5002025.08 | 14.3 | 6.8 | |
| ∆-PINNReynolds number (Re)=5002025.08 | 15.3 | 7.3 | |
| ∆-PINNReynolds number (Re)=10002025.08 | 17.2 | 8.4 | |
| RAR-DReynolds number (Re)=3002025.08 | 17.6 | 9.6 | |
| RAR-DReynolds number (Re)=5002025.08 | 17.8 | 9.7 | |
| RAR-DReynolds number (Re)=10002025.08 | 19 | 8.9 | |
| Grad NormReynolds number (Re)=10002025.08 | 20.3 | 9.7 | |
| Baseline non-dimReynolds number (Re)=10002025.08 | 21 | 9.7 | |
| Baseline non-dimReynolds number (Re)=3002025.08 | 22.5 | 11.6 | |
| Grad NormReynolds number (Re)=5002025.08 | 23 | 10.6 | |
| Baseline non-dimReynolds number (Re)=5002025.08 | 24.8 | 11 |