Title :
Model-Based Compensation of Thermal Disturbance in a Precision Linear Electromagnetic Actuator
Author :
Hey, Jonathan ; Choon Meng Kiew ; Guilin Yang ; Martinez-Botas, Ricardo
Author_Institution :
Dept. of Mech. Eng., Imperial Coll. London, London, UK
Abstract :
Thermal disturbance is a major source of positioning error in precision-positioning systems. The conventional approach of using special materials for construction and sophisticated geometric design based on advanced computer simulation can be costly as well as time consuming to implement. Moreover, dynamic thermal disturbances cannot be effectively compensated for by such methods. The approach presented in this paper uses model estimated position error coupled with sensor measurement as a feedback compensator of the output shaft position. A state-space model is used in a modified Kalman Filter to reduce the total number of temperature sensors needed for estimation of the thermally induced position error. A maximum temperature estimation error of 1.8% of the measurement range is recorded. An online parameter estimation method is implemented to “fine tune” a transfer function model during a calibration stage before compensation. The model-based compensation method resulted in a mean unidirectional positioning deviation of -0.2 μm and repeatability of ± 0.7 μm during a 5-h continuous operation.
Keywords :
Kalman filters; compensation; electromagnetic actuators; feedback; parameter estimation; position control; state-space methods; temperature measurement; temperature sensors; transfer functions; mean unidirectional positioning deviation; model estimated position error; modified Kalman filter; online parameter estimation method; output shaft position feedback compensator; precision linear electromagnetic actuator; precision-positioning systems; sensor measurement; state-space model; temperature sensors; thermal disturbance model-based compensation; thermally induced position error; transfer function model; Coils; Equations; Kalman filters; Mathematical model; State-space methods; Temperature measurement; Temperature sensors; Compensation; Kalman filter (KF); identification; thermoelastic;
Journal_Title :
Mechatronics, IEEE/ASME Transactions on
DOI :
10.1109/TMECH.2013.2284967