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Benchmarks
Fluid dynamics simulation on 2D Cylinder Flow Re=696 (test)
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0.0118
Error (U-Velocity)
Graph-LED
-0.314862
1.890111
4.095084
6.300057
Feb 11, 2025
Error (U-Velocity)
Error (V-Velocity)
Error (Pressure)
Error (Vorticity)
Error (TKE)
FID
CRPS
Memory per State (MB)
Prediction Speedup (x)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Error (U-Velocity)
Error (V-Velocity)
Error (Pressure)
Error (Vorticity)
Error (TKE)
FID
CRPS
Memory per State (MB)
Prediction Speedup (x)
Graph-LED
2025.02
0.0118
0.0245
0.0155
0.0285
0.0095
0.0073
1.5954
2
900
MeshGraphNet
Noise injection=true
2025.02
0.366
0.8477
0.7042
0.796
0.584
673.4698
3.7165
40
900
NNGraphNet
Noise injection=true
2025.02
8.1784
47.9165
14.1785
25.2014
9,858.174
2,860,731.926
76.2174
40
450
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