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Benchmarks
Dynamics Prediction on Duffing oscillator noise level σ=0.01
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1.18
MSE (Acceleration)
S³NODE
1.1056
1.6078
2.11
2.6122
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=0.01
2025.06
1.18
4.64
4.07
SKANODE
Noise level=0.01
2025.06
1.38
2.93
1.44
SONODE
Noise level=0.01
2025.06
1.76
1.01
9.39
NARX
Noise level=0.01
2025.06
1.91
1.52
3.36
ARX
Noise level=0.01
2025.06
2.34
44.4
9.17
Numerical
Noise level=0.01
2025.06
3.04
1.28
1.53
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