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State Estimation on Duffing Oscillator noisy (test)

0.02RMSE q (m)TrEKF
0.01680.03840.060.0816Jun 30, 2026

Evaluation results

MethodLinks
TrEKFModel Knowledge=Known2026.060.020.04
TrCKFModel Knowledge=Known2026.060.020.03
PrCKFModel Knowledge=Learned via neural energy networks2026.060.020.08
PrEKFModel Knowledge=Learned via neural energy networks2026.060.030.08
LNNModel Knowledge=Learned, Velocity Input=Numerical differentiation2026.060.17.23