Comparing the performance of two iterative Learning Controllers with optimal feedback control

The tracking performance of two iterative learning control algorithms is compared to that, which can be achieved by an optimal feedback controller. P-type iterative learning control in parallel with a proportional feedback controller is compared with norm-optimal iterative learning control, then both ILC systems are compared with the performance achieved by an optimal feedback controller. Considering that the ILC plus proportional controller requires no prior modelling of the plant and minimal adjustment of gains, the tracking performance in terms of mean squared error (mse) per iteration can be reduced by two orders of magnitude further than can be achieved with the optimal feedback controller. However, the norm-optimal ILC improves upon this performance by reducing the mse by an extra order of magnitude. The experimental results are derived from tests performed on a gantry robot

[1]  R. G. Jacquot,et al.  Modern Digital Control Systems , 2019 .

[2]  F. Miyazaki,et al.  Applications of learning method for dynamic control of robot manipulators , 1985, 1985 24th IEEE Conference on Decision and Control.

[3]  Eric Rogers,et al.  P‐type iterative learning control for systems that contain resonance , 2005 .

[4]  F. Miyazaki,et al.  Bettering operation of dynamic systems by learning: A new control theory for servomechanism or mechatronics systems , 1984, The 23rd IEEE Conference on Decision and Control.

[5]  Paul Lewin,et al.  Practical implementation of a real-time iterative learning position controller , 2000 .

[6]  Gene F. Franklin,et al.  Digital control of dynamic systems , 1980 .

[7]  E. Rogers,et al.  Iterative learning control using optimal feedback and feedforward actions , 1996 .

[8]  M Maarten Steinbuch,et al.  Iterative Learning Control of Industrial Motion Systems , 2000 .

[9]  D. Luenberger An introduction to observers , 1971 .

[10]  Richard W. Longman,et al.  Iterative learning control and repetitive control for engineering practice , 2000 .

[11]  Eric Rogers,et al.  Practical implementation of a model inverse optimal iterative learning controller on a gantry robot , 2004 .

[12]  Eric Rogers,et al.  Stable repetitive control by frequency aliasing , 2005, ICINCO.

[13]  E. Rogers,et al.  Iterative learning control for discrete-time systems with exponential rate of convergence , 1996 .

[14]  E. Rogers,et al.  Fast norm-optimal iterative learning control for industrial applications , 2005, Proceedings of the 2005, American Control Conference, 2005..

[15]  Eric Rogers,et al.  A new robust iterative learning control algorithm for application on a gantry robot , 2003, EFTA 2003. 2003 IEEE Conference on Emerging Technologies and Factory Automation. Proceedings (Cat. No.03TH8696).