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Iterative Learning Control Analysis for Linear Fractional-order Singular Systems

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  • Control Theory and Applications
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Abstract

The issue of iterative learning control analysis for linear fractional-order singular systems is considered in this research. The focus is placed upon the design of the iterative learning control algorithm for the sake of tracking the desired output trajectory. An appropriate P-type algorithm is proposed for the linear fractional-order singular systems. Furthermore, a PDα-type algorithm is presented for such systems with time-delay. Sufficient conditions for the convergence of the presented algorithms are analyzed thoroughly. Finally, the efficiency of the algorithm is verified by simulation illustration.

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References

  1. K. L. Moore, “Iterative learning control for deterministic systems,” Advances in Industrial Control, vol. 32, no. 6, pp. 948–949, 1993.

    Google Scholar 

  2. B. Vaseghi, S. Mobayen, S. S. Hashemi, and A. Fekih, “Fast reaching finite time synchronization approach for chaotic systems with application in medical image encryption,” IEEE Access, vol. 9, pp. 25911–25925, 2021.

    Article  Google Scholar 

  3. M. Golestani, S. Mobayen, and F. Tchier, “Adaptive finitetime tracking control of uncertain non-linear n-order systems with unmatched uncertainties,” IET Control Theory and Applications, vol. 10, no. 14, pp. 1675–1683, 2016.

    Article  MathSciNet  Google Scholar 

  4. M. Golestani, S. M. Esmaeilzadeh, and S. Mobayen, “Fixed-time control for high-precision attitude stabilization of flexible spacecraft,” European Journal of Control, vol. 57, pp. 222–231, 2021.

    Article  MathSciNet  MATH  Google Scholar 

  5. J. H. Lee, K. S. Lee, and W. C. Kim, “Model-based iterative learning control with a quadratic criterion for time-varying linear systems,” Automatica, vol. 36, no. 5, pp. 641–657, 2000.

    Article  MathSciNet  MATH  Google Scholar 

  6. A. Tayebi, “Adaptive iterative learning control for robot manipulators,” Automatica, vol. 40, no. 7, pp. 1195–1203, 2004.

    Article  MathSciNet  MATH  Google Scholar 

  7. R. J. Li and Z. Z. Han, “Survey of iterative learning control,” Control & Decision, vol. 20, no. 9, pp. 961–966, 2005.

    MathSciNet  MATH  Google Scholar 

  8. H. S. Ahn, Y. Q. Chen, and K. L. Moore, “Iterative learning control: Brief survey and categorization,” IEEE Transactions on Systems, Man, and Cybernetics, Part C, vol. 37, no. 6, pp. 1099–1121, 2007.

    Article  Google Scholar 

  9. X. Jin, “Adaptive iterative learning control for high-order nonlinear multi-agent systems consensus tracking,” Systems & Control Letters, vol. 89, pp. 16–23, 2016.

    Article  MathSciNet  MATH  Google Scholar 

  10. S. L. V. Campbell, Singular Systems of Differential Equations II, Pitman Publishing, UK, 1982.

    MATH  Google Scholar 

  11. F. L. Lewis, “A survey of linear singular systems,” Circuits Systems & Signal Processing, vol. 5, no. 1, pp. 3–36, 1986.

    Article  MathSciNet  MATH  Google Scholar 

  12. L. Wu, P. Shi, and H. Gao, “State estimation and slidingmode control of Markovian jump singular systems,” IEEE Transactions on Automatic Control, vol. 55, no. 5, pp. 1213–1219, 2010.

    Article  MathSciNet  MATH  Google Scholar 

  13. Z. Feng and J. Lam, “Robust control and filtering of singular systems,” International Journal of Systems Science, vol. 47, no. 11, pp. 2532–2542, 2016.

    Article  MathSciNet  MATH  Google Scholar 

  14. F. Piao and Q. Zhang, “Iterative learning control for linear singular systems,” Control & Decision, vol. 22, no. 3, pp. 349–348, 2007.

    Google Scholar 

  15. S. Tian, Q. Liu, X. Dai, and J. Zhang, “A PD-type iterative learning control algorithm for singular discrete systems,” Advances in Difference Equations, vol. 2016, 321, 2016.

    Article  MathSciNet  MATH  Google Scholar 

  16. K. Zhang, G. Peng, and T. Sun, “Convergence characteristics of P-type iterative learning control for linear singular systems in discrete frequency domain,” Computer Engineering & Applications, vol. 53, no. 24, pp. 59–63, 2017.

    Google Scholar 

  17. M. da G. Marcos, F. B. M. Duarte, and J. A. T. Machado, “Fractional dynamics in the trajectory control of redundant manipulators,” Communications in Nonlinear Science and Numerical Simulation, vol. 13, no. 9, pp. 1836–1844, 2008.

    Article  Google Scholar 

  18. J. Sabatier, M. Moze, and C. Farges, “LMI stability conditions for fractional order systems,” Computers & Mathematics with Applications, vol. 59, no. 5, pp. 1594–1609, 2010.

    Article  MathSciNet  MATH  Google Scholar 

  19. A. H. Bhrawy, S. S. Ezz-Eldien, E. H. Doha, M. A. Abdelkawy, and D. Baleanu, “Solving fractional optimal control problems within a Chebyshev-Legendre operational technique,” International Journal of Control, vol. 90, no. 6, pp. 1230–1244, 2017.

    Article  MathSciNet  MATH  Google Scholar 

  20. H. Ma and Y. Li, “Fractional order exponential type discrete-time sliding mode control,” International Journal of Control, Automation, and Systems, vol. 18, no. 2, pp. 374–383, 2020.

    Article  Google Scholar 

  21. Y. Li, Y. Q. Chen, and H. S. Ahn, “Fractional-order iterative learning control for fractional-order linear systems,” Asian Journal of Control, vol. 13, no. 1, pp. 54–63, 2011.

    Article  MathSciNet  MATH  Google Scholar 

  22. Y. H. Lan, “Iterative learning control with initial state learning for fractional order nonlinear systems,” Computers & Mathematics with Applications, vol. 64, no. 10, pp. 3210–3216, 2012.

    Article  MathSciNet  MATH  Google Scholar 

  23. Y. Li, Y. Q. Chen, and H. S. Ahn, “Convergence analysis of fractional-order iterative learning control,” Control Theory and Applications, vol. 29, no. 8, pp. 1027–1031, 2012.

    Google Scholar 

  24. M. P. Lazarevic and P. Tzekis, “Robust second-order PDa type iterative learning control for a class of uncertain fractional order singular systems,” Journal of Vibration and Control, vol. 22, no. 8, pp. 2004–2018, 2016.

    Article  MathSciNet  MATH  Google Scholar 

  25. M. Golestani, S. Mobayen, and H. Richter, “Fast robust adaptive tracker for uncertain nonlinear second order systems with time varying uncertainties and unknown parameters,” International Journal of Adaptive Control and Signal Processing, vol. 32, no. 12, pp. 1764–1781, 2018.

    Article  MathSciNet  MATH  Google Scholar 

  26. H. Ma, Z. Xiong, Y. Li, and Z. Liu, “Sliding mode control for uncertain discrete-time systems using an adaptive reaching law,” IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 68, no. 2, pp. 722–726, 2020.

    Google Scholar 

  27. Y. Wang, F. Zhou, L. Yin, and F. Wan, “Iterative learning control for fractional order linear systems with time delay based on frequency analysis,” International Journal of Control, Automation, and Systems, vol. 19, no. 4, pp. 1588–1596, 2021.

    Article  Google Scholar 

  28. B. Vaseghi, S. S. Hashemi, S. Mobayen, and A. Fekih, “Finite time chaos synchronization in time-delay channel and its application to satellite image encryption in OFDM communication systems,” IEEE Access, vol. 9, pp. 21332–21344, 2021.

    Article  Google Scholar 

  29. C. Bonnet and J. R. Partington, “Analysis of fractional delay systems of retarded and neutral type,” Automatica, vol. 38, no. 7, pp. 1133–1138, 2002.

    Article  MathSciNet  MATH  Google Scholar 

  30. L. Chen, Y. Chai, R. Wu, and J. Yang, “Stability and stabilization of a class of nonlinear fractional-order systems with caputo derivative,” IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 59, no. 9, pp. 602–606, 2012.

    Google Scholar 

  31. K. Diethelm and N. J. Ford, “Analysis of fractional differential equations,” Journal of Mathematical Analysis and Applications, vol. 265, no. 2, pp. 229–248, 2002.

    Article  MathSciNet  MATH  Google Scholar 

  32. Y. Li, H. S. Ahn, and Y. Chen, “Iterative learning control of a class of fractional order nonlinear systems,” Proc. of IEEE International Symposium on Intelligent Control, pp. 779–782, 2010.

    Google Scholar 

  33. T. Kaczorek, “Positivity and reachability of fractional electrical circuits,” Acta Mechanica et Automatica, vol. 5, no. 2, pp. 42–51, 2011.

    Google Scholar 

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Correspondence to Qian Liu.

Additional information

Qian Liu is a lecturer in the School of Mathematics and Information Sciences, Yantai University. She received her Ph.D. degree in system engineering from South China University of Technology (SCUT) in 2019. Her research interests include control theory, fractional order calculus, iterative learning control, and system identification.

Senping Tian received his B.S. and M.S. degrees from the Central China Normal University, China, in 1982 and 1988, respectively, and received a Ph.D. degree from South China University of Technology (SCUT), China, in 1999. He is currently a professor at the School of Automation Science and Engineering, South China University of Technology, China. His research interests include theory and algorithms on iterative learning control for nonlinear systems, optimization and control of large-scale systems, and stability and qualitative theory of differential equations.

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This work was supported by the Natural Science Foundation of Shandong Province, China (ZR2020QF054), and National Natural Science Foundation of China (62173151, 62073275).

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Liu, Q., Tian, S. Iterative Learning Control Analysis for Linear Fractional-order Singular Systems. Int. J. Control Autom. Syst. 20, 3951–3959 (2022). https://doi.org/10.1007/s12555-021-0682-z

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  • DOI: https://doi.org/10.1007/s12555-021-0682-z

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