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Equation Discovery on Advection Equation Noise Levels: 0%, 1%, 20% (large) PDE
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0.26
RMSE (0% Noise)
BSL
0.0344
1.5572
3.08
4.6028
Oct 14, 2022
RMSE (0% Noise)
RMSE (1% Noise)
RMSE (20% Noise)
Mp
MR
Updated 4d ago
Evaluation Results
Method
Method
Links
RMSE (0% Noise)
RMSE (1% Noise)
RMSE (20% Noise)
Mp
MR
BSL
Training Cost=~ 946(+2...
2022.10
0.26
1
1.9
1
1
BSL
Training Cost=~946(+233)s
2022.10
0.26
1
1.9
1
1
RVM
Training Cost=~ 4s
2022.10
0.77
6.76
-
0.2
1
RVM
Training Cost=~4s
2022.10
0.77
6.76
-
0.2
1
SINDy
Training Cost=~ 10s
2022.10
2.3
8.2
38.9
1
1
SINDy
Training Cost=~10s
2022.10
2.3
8.2
38.9
1
1
PINN-SR
Training Cost=~ 650s
2022.10
5.9
4.5
30.4
1
1
PINN-SR
Training Cost=~650s
2022.10
5.9
4.5
30.4
1
1
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