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Sinusoidal tracking on Hydraulic plant Sinusoidal trajectory, 1.5 Nm disturbance (simulation)

0.5Total RMS Error (mrad)Impedance MPC + Kalman
-11.4469.155149.75230.345Jun 12, 2026

Evaluation results

MethodLinks
Impedance MPC + KalmanRate=500 Hz, Dist. est.=Kalman d^, Paradigm=Pred. + offset-free2026.060.50.66.60.1
Impedance MPCRate=500 Hz, Dist. est.=None, Paradigm=Predictive, fast2026.063.15.16.44.7
Impedance MPC + KalmanRate=100 Hz, Dist. est.=Kalman d^, Paradigm=Pred. + offset-free2026.0610.315.3150.60.1
Impedance MPCRate=100 Hz, Dist. est.=None, Paradigm=Predictive2026.0652.184.5150.583.3
PI impedanceRate=1 kHz, Dist. est.=Integral, Paradigm=React. + integral, Kint=42026.0672.398.8147.374.4
Classical impedanceRate=1 kHz, Dist. est.=None, Paradigm=Reactive, Kd=102026.0691.7149.1150.6150.1
AdmittanceRate=1 kHz, Dist. est.=None, Paradigm=Yield to contact, Ka=32026.06299482.9495494.9