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Benchmarks
Equation Discovery on Burgers' with Source Noise Levels: 0%, 0.1%, 20% (large) PDE
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10.5
RMSE (0% Noise)
PINN-SR
9.816
14.433
19.05
23.667
Oct 14, 2022
RMSE (0% Noise)
RMSE (0.1% Noise)
RMSE (Large Noise)
Mp
MR
Updated 4d ago
Evaluation Results
Method
Method
Links
RMSE (0% Noise)
RMSE (0.1% Noise)
RMSE (Large Noise)
Mp
MR
PINN-SR
Training Cost=~ 600s
2022.10
10.5
15
34.6
100
100
BSL
Training Cost=~ 396(+3...
2022.10
11
12.4
13.4
100
100
SINDy
Training Cost=~ 10s
2022.10
26.2
-
-
100
33
RVM
Training Cost=~ 10s
2022.10
27.6
-
-
50
67
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