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State Estimation on Simple Pendulum noisy (test)

0.02RMSE q (rad)TrEKF
0.01720.03610.0550.0739Jun 30, 2026

Evaluation results

MethodLinks
TrEKFModel Knowledge=Known2026.060.020.07
TrCKFModel Knowledge=Known2026.060.020.06
PrEKFModel Knowledge=Learned via neural energy networks2026.060.020.16
PrCKFModel Knowledge=Learned via neural energy networks2026.060.020.17
LNNModel Knowledge=Learned, Velocity Input=Numerical differentiation2026.060.097.06