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Benchmarks
Dynamics Prediction on Duffing oscillator noise level σ=0.005
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1.25
MSE (Acceleration)
S³NODE
1.064
2.3195
3.575
4.8305
Jun 23, 2025
MSE (Acceleration)
MSE (Displacement)
MSE (Velocity)
Updated 1mo ago
Evaluation Results
Method
Method
Links
MSE (Acceleration)
MSE (Displacement)
MSE (Velocity)
S³NODE
Noise level=0.005
2025.06
1.25
1.46
5.09
ARX
Noise level=0.005
2025.06
1.74
12.49
3.81
NARX
Noise level=0.005
2025.06
1.82
17.62
6.38
SONODE
Noise level=0.005
2025.06
2.19
7.92
6.89
Numerical
Noise level=0.005
2025.06
4.93
4.48
1.53
SKANODE
Noise level=0.005
2025.06
5.9
2.9
1.4
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