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Equation Discovery on Burgers' Equation PDE (Noise Levels: 0%, 1%, 10% (large))
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0.754
RMSE (0% Noise)
RVM
0.37616
2.92658
5.477
8.02742
Oct 14, 2022
RMSE (0% Noise)
RMSE (1% Noise)
RMSE (10% Noise)
Mp
MR
Updated 4d ago
Evaluation Results
Method
Method
Links
RMSE (0% Noise)
RMSE (1% Noise)
RMSE (10% Noise)
Mp
MR
RVM
Training Cost=~ 4s
2022.10
0.754
-
-
0.1429
0.5
RVM
Training Cost=~4s
2022.10
0.754
-
-
0.1429
0.5
SINDy
Training Cost=~ 10s
2022.10
0.826
-
-
1
0.5
SINDy
Training Cost=~10s
2022.10
0.826
-
-
1
0.5
BSL
Training Cost=~ 117(+74)s
2022.10
3.62
4.13
6.38
1
1
BSL
Training Cost=~117(+74)s
2022.10
3.62
4.13
6.38
1
1
PINN-SR
Training Cost=~ 512s
2022.10
10.2
3.3
10.3
1
1
PINN-SR
Training Cost=~512s
2022.10
10.2
3.3
10.3
1
1
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