Closed-loop system identification by residual whitening

CH Kuo, MP Schoen, S Chinvorarat… - Journal of Guidance …, 2000 - arc.aiaa.org
CH Kuo, MP Schoen, S Chinvorarat, JK Huang
Journal of Guidance, Control, and Dynamics, 2000arc.aiaa.org
The accuracy of the system model during the identi cation process for dynamic systems
under closed-loop operation is studied. The simulation results show that most of the model
error comes from the approximated system description by using a nite difference model
called the autogressive with exogeneous input model. Then the residual whitening method
is proposed to improve the model accuracy. An iterative procedure for minimizing and
whitening the residual of the autogressive moving average with exogeneous input (ARMAX) …
The accuracy of the system model during the identi cation process for dynamic systems under closed-loop operation is studied. The simulation results show that most of the model error comes from the approximated system description by using a nite difference model called the autogressive with exogeneous input model. Then the residual whitening method is proposed to improve the model accuracy. An iterative procedure for minimizing and whitening the residual of the autogressive moving average with exogeneous input (ARMAX) model is provided. Numerical simulations of a highly unstable, large-gap magnetic suspension system are presented to validate the proposed residual whitening method.
AIAA Aerospace Research Center
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