Skip to main content
Top
Published in: International Journal of Automation and Computing 3/2015

01-06-2015 | Regular Paper

Discrete-frequency convergence of iterative learning control for linear time-invariant systems with higher-order relative degree

Authors: Xiao-E. Ruan, Zhao-Zhen Li, Z. Z. Bien

Published in: Machine Intelligence Research | Issue 3/2015

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper, a discrete-frequency technique is developed for analyzing sufficiency and necessity of monotone convergence of a proportional higher-order-derivative iterative learning control scheme for a class of linear time-invariant systems with higher-order relative degree. The technique composes of two steps. The first step is to expand the iterative control signals, its driven outputs and the relevant signals as complex-form Fourier series and then to deduce the properties of the Fourier coefficients. The second step is to analyze the sufficiency and necessity of monotone convergence of the proposed proportional higher-order-derivative iterative learning control scheme by assessing the tracking errors in the forms of Paserval’s energy modes. Numerical simulations are illustrated to exhibit the validity and the effectiveness.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
[1]
go back to reference S. Arimoto, S. Kawamura, F. Miyazaki. Bettering operation of robots by learning. Journal of Robotic Systems, vol.1, no. 2, pp. 123–140, 1984.CrossRef S. Arimoto, S. Kawamura, F. Miyazaki. Bettering operation of robots by learning. Journal of Robotic Systems, vol.1, no. 2, pp. 123–140, 1984.CrossRef
[2]
go back to reference K. L. Moore. Iterative learning control: An expository overview. Applied and Computational Control, Signals, and Circuits, vol. 1, pp. 151–214, 1999.MathSciNetCrossRefMATH K. L. Moore. Iterative learning control: An expository overview. Applied and Computational Control, Signals, and Circuits, vol. 1, pp. 151–214, 1999.MathSciNetCrossRefMATH
[3]
go back to reference Y. Q. Chen, K. L. Moore. A practical iterative learning path-following control of an omni-directional vehicle. Asian Journal of Control, vol. 4, no. 1, pp. 90–98, 2002.MathSciNetCrossRef Y. Q. Chen, K. L. Moore. A practical iterative learning path-following control of an omni-directional vehicle. Asian Journal of Control, vol. 4, no. 1, pp. 90–98, 2002.MathSciNetCrossRef
[4]
go back to reference Z. Bien, K. M. Huh. Higher-order iterative learning control algorithm. IEE Proceedings: Control Theory and Applications, vol. 136, no. 3, pp. 105–112, 1989.CrossRefMATH Z. Bien, K. M. Huh. Higher-order iterative learning control algorithm. IEE Proceedings: Control Theory and Applications, vol. 136, no. 3, pp. 105–112, 1989.CrossRefMATH
[5]
go back to reference K. L. Moore, J. X. Xu. Special issue on iterative learning control. International Journal of Control, vol. 73, no. 10, pp. 819–823, 2000.MathSciNetCrossRefMATH K. L. Moore, J. X. Xu. Special issue on iterative learning control. International Journal of Control, vol. 73, no. 10, pp. 819–823, 2000.MathSciNetCrossRefMATH
[6]
go back to reference X. E. Ruan, Z. Z. Bien, Q. Wang. Convergence properties of iterative learning control processes in the sense of the Lebesgue-p norm. Asian Journal of Control, vol. 14, no. 4, pp. 1095–1107, 2012.MathSciNetCrossRefMATH X. E. Ruan, Z. Z. Bien, Q. Wang. Convergence properties of iterative learning control processes in the sense of the Lebesgue-p norm. Asian Journal of Control, vol. 14, no. 4, pp. 1095–1107, 2012.MathSciNetCrossRefMATH
[7]
go back to reference M. X. Sun, D. W. Wang, G. Y. Xu. Initial shift problem and its ILC solution for nonlinear systems with higher relative degree. In Proceedings of the American Control Conference, IEEE, Chicago, USA, vol. 1, no. 6, pp. 277–281, 2000. M. X. Sun, D. W. Wang, G. Y. Xu. Initial shift problem and its ILC solution for nonlinear systems with higher relative degree. In Proceedings of the American Control Conference, IEEE, Chicago, USA, vol. 1, no. 6, pp. 277–281, 2000.
[8]
go back to reference Z. Q. Song, J. Q. Mao, S. W. Dai. First-order D-type iterative learning control for nonlinear systems with unknown relative degree. Acta Automatica Sinica, vol. 31, no. 4, pp. 555–561, 2006.MathSciNet Z. Q. Song, J. Q. Mao, S. W. Dai. First-order D-type iterative learning control for nonlinear systems with unknown relative degree. Acta Automatica Sinica, vol. 31, no. 4, pp. 555–561, 2006.MathSciNet
[9]
go back to reference M. X. Sun, D. W. Wang, G. Y. Xu. Sampled-data iterative learning control for SISO nonlinear systems with arbitrary relative degree. In Proceedings of the American Control Conference, vol. 1, no. 6, pp. 667–671, 2000. M. X. Sun, D. W. Wang, G. Y. Xu. Sampled-data iterative learning control for SISO nonlinear systems with arbitrary relative degree. In Proceedings of the American Control Conference, vol. 1, no. 6, pp. 667–671, 2000.
[10]
go back to reference M. X. Sun, D. W. Wang. Anticipatory iterative learning control for nonlinear systems with arbitrary relative degree. IEEE Transactions on Automatic Control, vol. 46, no. 5, pp. 783–788, 2001.MathSciNetCrossRefMATH M. X. Sun, D. W. Wang. Anticipatory iterative learning control for nonlinear systems with arbitrary relative degree. IEEE Transactions on Automatic Control, vol. 46, no. 5, pp. 783–788, 2001.MathSciNetCrossRefMATH
[11]
go back to reference X. E. Ruan, Q. Wang, J. Wang. Convergence property of relative degree-based iterative learning control in the sense of Lebesgue-p norm. In Proceedings of the 30th Chinese Control Conference, IEEE, Yantai, China, pp. 2446–2449, 2011. X. E. Ruan, Q. Wang, J. Wang. Convergence property of relative degree-based iterative learning control in the sense of Lebesgue-p norm. In Proceedings of the 30th Chinese Control Conference, IEEE, Yantai, China, pp. 2446–2449, 2011.
[12]
go back to reference D. W. Wang, Y. Q. Ye. Design and experiments of anticipatory learning control: Frequency-domain approach. IEEE/ASME Transactions on Mechatronics, vol. 10, no. 3, pp. 305–313, 2005.CrossRef D. W. Wang, Y. Q. Ye. Design and experiments of anticipatory learning control: Frequency-domain approach. IEEE/ASME Transactions on Mechatronics, vol. 10, no. 3, pp. 305–313, 2005.CrossRef
[13]
go back to reference H. S. Li, Y. Q. Chen, J. H. Zhang, X. L. Wen. A tuning algorithm of PD-type iterative learning control. In Proceedings of the Chinese Control and Decision Conference, IEEE, Xuzhou, China, pp. 1–6, 2010. H. S. Li, Y. Q. Chen, J. H. Zhang, X. L. Wen. A tuning algorithm of PD-type iterative learning control. In Proceedings of the Chinese Control and Decision Conference, IEEE, Xuzhou, China, pp. 1–6, 2010.
[14]
go back to reference D. Y. Meng, Y. M. Jia, J. P. Du, F. S. Yu. Frequencydomain approach to robust iterative learning controller design for uncertain time-delay systems. In Proceedings of the Joint 48th IEEE Conference on Decision and 28th Chinese Control Conference, IEEE, Shanghai, China, pp. 4870–4875, 2009. D. Y. Meng, Y. M. Jia, J. P. Du, F. S. Yu. Frequencydomain approach to robust iterative learning controller design for uncertain time-delay systems. In Proceedings of the Joint 48th IEEE Conference on Decision and 28th Chinese Control Conference, IEEE, Shanghai, China, pp. 4870–4875, 2009.
[16]
go back to reference A. Pinkus. Fourier Series and Integral Transforms, Cambridge, UK: Cambridge University Press, 1997.CrossRefMATH A. Pinkus. Fourier Series and Integral Transforms, Cambridge, UK: Cambridge University Press, 1997.CrossRefMATH
[17]
go back to reference S. Salivahanan, A. Vallavaraj, C. Gnanaapriya. Digital Signal Processing, New Delhi, India: McGraw-Hill, 2000. S. Salivahanan, A. Vallavaraj, C. Gnanaapriya. Digital Signal Processing, New Delhi, India: McGraw-Hill, 2000.
Metadata
Title
Discrete-frequency convergence of iterative learning control for linear time-invariant systems with higher-order relative degree
Authors
Xiao-E. Ruan
Zhao-Zhen Li
Z. Z. Bien
Publication date
01-06-2015
Publisher
Institute of Automation, Chinese Academy of Sciences
Published in
Machine Intelligence Research / Issue 3/2015
Print ISSN: 2731-538X
Electronic ISSN: 2731-5398
DOI
https://doi.org/10.1007/s11633-015-0884-z

Other articles of this Issue 3/2015

International Journal of Automation and Computing 3/2015 Go to the issue

Premium Partner