2-D analysis based iterative learning control for linear discrete-time systems with time delay

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January 2011, 7(1): 175-181. doi: 10.3934/jimo.2011.7.175

2-D analysis based iterative learning control for linear discrete-time systems with time delay

Chuandong Li ^1, , Fali Ma ^1, and Tingwen Huang ^2,

1.	Department of Computer, Chongqing University, Chongqing 400044, China, China
2.	Texas A&M University at Qatar, Doha, P.O.Box 5825

Received December 2009 Revised October 2010 Published January 2011

Abstract
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This paper investigates an iterative learning controller for linear discrete-time systems with state delay based on two-dimensional (2-D) system theory. It shall be shown that a 2-D linear discrete Roessor's model can be applied to describe the ILC process of linear discrete time-delay systems. Much less restrictive conditions for the convergence of the proposed learning rules are derived. A learning algorithm is presented which provides much more effective learning of control input, which enables us to obtain a control input to drive the system output to the desired trajectory quickly. Numerical examples are included to illustrate the performance of the proposed control procedures.

Keywords: 2-D system theory, Iterative learning control, time delay., linear discrete system.

Mathematics Subject Classification: Primary: 58F15, 58F17; Secondary: 53C3.

Citation: Chuandong Li, Fali Ma, Tingwen Huang. 2-D analysis based iterative learning control for linear discrete-time systems with time delay. Journal of Industrial & Management Optimization, 2011, 7 (1) : 175-181. doi: 10.3934/jimo.2011.7.175

References:

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[3]	J. Y. Choi and J. S. Lee, Adaptive iterative learning control of uncertain robotic systems,, IEE, 147 (2000), 217. doi: 10.1049/ip-cta:20000138. Google Scholar
[4]	T. W. S. Chow and Yong F, An iterative learning control method for continuous-time systems based on 2-D system theory,, IEEE Trans. Circuits Syst., 45 (1998), 683. Google Scholar
[5]	X. Fang, P. Chen and J. Shao, Optimal higher-order iterative learning control of discrete-time linear systems,, IEE Pro.-Control Theory Appl., 152 (2005). Google Scholar
[6]	Y. Fang and T. W. S. Chow, 2-D Analysis for iterative learning control for discrete-time systems with variable initial conditions,, IEEE Tran. Automat. Contr, 50 (2003). Google Scholar
[7]	Y. Fang and T. W. S. Chow, Iterative learning control of linear discrete-time multivariable system,, Aoutmatica, 34 (1998), 1459. doi: 10.1016/S0005-1098(98)00091-0. Google Scholar
[8]	K. Galkowski and E. Rogers, Stablility and dynamic boundary condition decoupling analysis for a class of 2-D dicrete linear systems,, IEE Proc.-Circuits Devices Syst., 148 (2001). Google Scholar
[9]	Z. Geng, R. Carroll and J. Xies, Two-dimensional model and algorithm analysis for a class of iterative learning control system,, Int. J. Contr., 52 (1990), 833. doi: 10.1080/00207179008953571. Google Scholar
[10]	Z. Geng and M. Jamshidi, Learning control system analysis and design based on 2-D system theory,, J. Intell. Robot. Syst., (1990), 17. doi: 10.1007/BF00368970. Google Scholar
[11]	Feng-Hsiag. Hsiao and K. yeh, Robust D-stability analysis for discrete uncertain systems with multiple time delays,, IEEE Tencon, (1993), 451. Google Scholar
[12]	D. H. Hwang, Z. Bien and S. R. Oh, Iterative learning control method for discrete-time dynamic systems,, Proc. Inst. Elect. Eng. D, 138 (1991), 139. Google Scholar
[13]	T. Kaczorek, "Two-Dimensional Linear Systems,", New York: SpringerVerlag, (1985). Google Scholar
[14]	J. E. Kurek and M. B. Zaremba, Iterative learning control synthesis based on 2-D system theory,, IEEE Trans. Automat. Contr., 38 (1993), 121. doi: 10.1109/9.186321. Google Scholar
[15]	X. D. Li and T. W. S Chow, 2-D System theory based iterative learning control for linear continuous system with time delay,, IEEE Tran. Automat. Contr, 52 (2005). Google Scholar
[16]	X. D. Li and T. W. S Chow, Iterative learning control for linear time-variant discrete systems based on 2-D system theory,, IEE Proc.-Control Theory Appl., 152 (2005). Google Scholar
[17]	K. L. Moore, "Iterative Learning Control for Deterministic Systems,", New York: Springer-Verlag, (1993). Google Scholar
[18]	K. H. Park, Z. Bien and D. H. Hwang, Design of an iterative learning controller for a class of linear dynamic systems with time delay,, IEE Proceedings-Control Theory and Applications, 145 (1998), 507. doi: 10.1049/ip-cta:19982409. Google Scholar
[19]	W. Paszke and K. Galkowsiki, Stability and stabilisation of 2D discrete linear systems with multiple delays,, IEEE, (2003), 0. Google Scholar
[20]	T. Sugie and T. Ono, An iterative learning control law for dynamic systems,, Automatica, 27 (1991). doi: 10.1016/0005-1098(91)90066-B. Google Scholar
[21]	J. M. Xu and M. X. Sun, LMI_based robust iterative learning controller design for discrete linear uncertain systems,, Journal of Control Theory and Application, 3 (2005), 259. doi: 10.1007/s11768-005-0046-x. Google Scholar
[22]	B. Zhang and G. Tang, PD-type iterative learning control for nonlinear time-delay system with external disturbance,, Journal of System Engineering and Electronic, 17 (2006), 600. doi: 10.1016/S1004-4132(06)60103-5. Google Scholar

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References:

[1]	S. Arimoto, S. Kawamura and F. Miyazaki, Bettering operation of robots by learning,, J. Robot Syst., 1 (1984), 123. doi: 10.1002/rob.4620010203. Google Scholar
[2]	Y. Chen and Z. Gong, Analysis of a high-order iterative learning control algorithm for uncertain nonlinear systems with state delays,, Automatica, 34 (1998), 345. doi: 10.1016/S0005-1098(97)00196-9. Google Scholar
[3]	J. Y. Choi and J. S. Lee, Adaptive iterative learning control of uncertain robotic systems,, IEE, 147 (2000), 217. doi: 10.1049/ip-cta:20000138. Google Scholar
[4]	T. W. S. Chow and Yong F, An iterative learning control method for continuous-time systems based on 2-D system theory,, IEEE Trans. Circuits Syst., 45 (1998), 683. Google Scholar
[5]	X. Fang, P. Chen and J. Shao, Optimal higher-order iterative learning control of discrete-time linear systems,, IEE Pro.-Control Theory Appl., 152 (2005). Google Scholar
[6]	Y. Fang and T. W. S. Chow, 2-D Analysis for iterative learning control for discrete-time systems with variable initial conditions,, IEEE Tran. Automat. Contr, 50 (2003). Google Scholar
[7]	Y. Fang and T. W. S. Chow, Iterative learning control of linear discrete-time multivariable system,, Aoutmatica, 34 (1998), 1459. doi: 10.1016/S0005-1098(98)00091-0. Google Scholar
[8]	K. Galkowski and E. Rogers, Stablility and dynamic boundary condition decoupling analysis for a class of 2-D dicrete linear systems,, IEE Proc.-Circuits Devices Syst., 148 (2001). Google Scholar
[9]	Z. Geng, R. Carroll and J. Xies, Two-dimensional model and algorithm analysis for a class of iterative learning control system,, Int. J. Contr., 52 (1990), 833. doi: 10.1080/00207179008953571. Google Scholar
[10]	Z. Geng and M. Jamshidi, Learning control system analysis and design based on 2-D system theory,, J. Intell. Robot. Syst., (1990), 17. doi: 10.1007/BF00368970. Google Scholar
[11]	Feng-Hsiag. Hsiao and K. yeh, Robust D-stability analysis for discrete uncertain systems with multiple time delays,, IEEE Tencon, (1993), 451. Google Scholar
[12]	D. H. Hwang, Z. Bien and S. R. Oh, Iterative learning control method for discrete-time dynamic systems,, Proc. Inst. Elect. Eng. D, 138 (1991), 139. Google Scholar
[13]	T. Kaczorek, "Two-Dimensional Linear Systems,", New York: SpringerVerlag, (1985). Google Scholar
[14]	J. E. Kurek and M. B. Zaremba, Iterative learning control synthesis based on 2-D system theory,, IEEE Trans. Automat. Contr., 38 (1993), 121. doi: 10.1109/9.186321. Google Scholar
[15]	X. D. Li and T. W. S Chow, 2-D System theory based iterative learning control for linear continuous system with time delay,, IEEE Tran. Automat. Contr, 52 (2005). Google Scholar
[16]	X. D. Li and T. W. S Chow, Iterative learning control for linear time-variant discrete systems based on 2-D system theory,, IEE Proc.-Control Theory Appl., 152 (2005). Google Scholar
[17]	K. L. Moore, "Iterative Learning Control for Deterministic Systems,", New York: Springer-Verlag, (1993). Google Scholar
[18]	K. H. Park, Z. Bien and D. H. Hwang, Design of an iterative learning controller for a class of linear dynamic systems with time delay,, IEE Proceedings-Control Theory and Applications, 145 (1998), 507. doi: 10.1049/ip-cta:19982409. Google Scholar
[19]	W. Paszke and K. Galkowsiki, Stability and stabilisation of 2D discrete linear systems with multiple delays,, IEEE, (2003), 0. Google Scholar
[20]	T. Sugie and T. Ono, An iterative learning control law for dynamic systems,, Automatica, 27 (1991). doi: 10.1016/0005-1098(91)90066-B. Google Scholar
[21]	J. M. Xu and M. X. Sun, LMI_based robust iterative learning controller design for discrete linear uncertain systems,, Journal of Control Theory and Application, 3 (2005), 259. doi: 10.1007/s11768-005-0046-x. Google Scholar
[22]	B. Zhang and G. Tang, PD-type iterative learning control for nonlinear time-delay system with external disturbance,, Journal of System Engineering and Electronic, 17 (2006), 600. doi: 10.1016/S1004-4132(06)60103-5. Google Scholar

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