Initialization of ILC based on a previously learned trajectory | IEEE Conference Publication | IEEE Xplore

Initialization of ILC based on a previously learned trajectory


Abstract:

Iterative learning control (ILC) is an open-loop control strategy that learns the system input to track a desired trajectory from previous executions. A major limitation ...Show More

Abstract:

Iterative learning control (ILC) is an open-loop control strategy that learns the system input to track a desired trajectory from previous executions. A major limitation of ILC is that for every new trajectory, the ILC is reinitiated and thus takes a number of iterations to learn the new optimal system input. This paper presents a novel methodology for linear time-invariant systems to calculate a better initialization of an ILC based on a previously learned similar trajectory and a disturbance model. To illustrate the potential of the developed method, it is applied to a permanent magnet linear motor and compared to a model-based feedforward control scheme. The experimental results show that the proposed method outperforms the model-based feedforward control scheme in the case of similar motion trajectories, yielding a better initialization of an ILC.
Date of Conference: 27-29 June 2012
Date Added to IEEE Xplore: 01 October 2012
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Conference Location: Montreal, QC, Canada
Department of Mechanical Engineering, Division PMA, Katholieke Universiteit Leuven, Heverlee, Belgium
Department of Mechanical Engineering, Division PMA, Katholieke Universiteit Leuven, Heverlee, Belgium
Department of Mechanical Engineering, Division PMA, Katholieke Universiteit Leuven, Heverlee, Belgium

Department of Mechanical Engineering, Division PMA, Katholieke Universiteit Leuven, Heverlee, Belgium
Department of Mechanical Engineering, Division PMA, Katholieke Universiteit Leuven, Heverlee, Belgium
Department of Mechanical Engineering, Division PMA, Katholieke Universiteit Leuven, Heverlee, Belgium
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