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Benchmarks
Airflow Simulation (Navier-Stokes Equations) on UIUC Airfoil Coordinates Database w1015.dat (test)
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0.2689
MAE (u1)
HC
0.250904
0.372377
0.49385
0.615323
Oct 6, 2022
MAE (u1)
MAE (u2)
MAE (p)
WMAPE (u1)
WMAPE (u2)
WMAPE (p)
Updated 3mo ago
Evaluation Results
Method
Method
Links
MAE (u1)
MAE (u2)
MAE (p)
WMAPE (u1)
WMAPE (u2)
WMAPE (p)
HC
Collocation points (Nf...
2022.10
0.2689
0.0435
0.2032
34.02
0.7474
0.1852
PINN-LA
Collocation points (Nf...
2022.10
0.4018
0.0595
0.2652
50.84
1.0225
0.2418
FBPINN
Collocation points (Nf...
2022.10
0.4058
0.0563
0.2665
51.34
0.9676
0.2429
PINN
Collocation points (Nf...
2022.10
0.4682
0.0697
0.3883
59.24
1.1979
0.3539
PINN-LA-2
Collocation points (Nf...
2022.10
0.5047
0.0659
0.2765
63.85
1.1325
0.2521
xPINN
Collocation points (Nf...
2022.10
0.7188
0.0583
1.1708
90.95
1.0029
1.0672
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