Skip to main content

Iterative Learning Control

  • Reference work entry
Encyclopedia of the Sciences of Learning

Synonyms

Iterative control; Periodic learning control; Repetitive learning control

Definition

Iterative Learning Control (ILC) is a relatively recent, but well-established, area of study in control theory. Various definitions of ILC have been given in the literature. Some of them are quoted here (Ahn et al. 2007 and the references therein):

  • The learning control concept stands for the repeatability of operating a given objective system and the possibility of improving the control input on the basis of previous actual operation data (Arimoto et al. 1984).

  • It is a recursive online control method that relies on less calculation and requires less a priori knowledge about the system dynamics. The idea is to apply a simple algorithm repetitively to an unknown plant, until perfect tracking is achieved (Bien and Huh 1989).

  • Iterative learning control is an approach to improving the transient response performance of the system that operates repetitively over a fixed time interval (Moore 1993).

    ...

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 3,400.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 2,999.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Ahn, H.-S., Moore, K. L., & Chen, Y. Q. (2007). Iterative learning control: robustness and monotonic convergence in the iteration domain. London: Springer-Verlag, Communications and Control Engineering Series.

    Google Scholar 

  • Amann, N., Owens, H., & Rogers, E. (1996). Iterative learning control for discrete-time systems with exponential rate of convergence. IEE Proceedings-Control Theory and Applications, 143(2), 217–224.

    Article  Google Scholar 

  • Arimoto, S., Kawamura, S., & Miyazaki, F. (1984). Bettering operation of robots by learning. Journal of Robotic Systems, 1(2), 123–140.

    Article  Google Scholar 

  • Bien, Z., & Huh, K. M. (1989). Higher-order iterative control algorithm. IEE Proceedings Part D, Control Theory and Applications, 105–112.

    Google Scholar 

  • Bristow, D. A., Tharayil, M., & Alleyne, A. G. (2006). A survey of iterative learning control: a learning-based method for high-performance tracking control. IEEE Control Systems Magazine, 26(3), 96–114.

    Article  Google Scholar 

  • Chen, Y. Q., & Wen, C. (1999). Iterative learning control: convergence, robustness and applications (Lecture Notes series on Control and Information Science, Vol. LNCIS-248). London: Springer.

    Google Scholar 

  • Markusson, O. (2002). Model and system inversion with applications in nonlinear system identification and control. Ph.D. thesis, Kungliga Tekniska Hogskolan, Sweden.

    Google Scholar 

  • Moore, K. L. (1993). Iterative learning control for deterministic systems (Advances in Industrial Control). London: Springer.

    Book  Google Scholar 

  • Moore, K. L., Chen, Y. Q., Ahn, H.-S. (2006). Iterative learning control: a tutorial and a big picture view. Proceedings of the 2006 IEEE International Conference on Decision and Control (CDC), San Diego, IEEE, pp. 2352–2357.

    Google Scholar 

  • Phan, M. Q., Longman, R. W., & Moore, K. L. (2000). Unified formulation of linear iterative learning control. AAS/AIAA Space Flight Mechanics Meeting, Clearwater Florida, pp. AAA 00–106.

    Google Scholar 

  • Verwoerd, M. (2004). Iterative learning control: a critical review. Ph.D. thesis, University of Twente, Netherlands.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to YangQuan Chen .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2012 Springer Science+Business Media, LLC

About this entry

Cite this entry

Chen, Y., Moore, K.L., Ahn, HS. (2012). Iterative Learning Control. In: Seel, N.M. (eds) Encyclopedia of the Sciences of Learning. Springer, Boston, MA. https://doi.org/10.1007/978-1-4419-1428-6_65

Download citation

  • DOI: https://doi.org/10.1007/978-1-4419-1428-6_65

  • Publisher Name: Springer, Boston, MA

  • Print ISBN: 978-1-4419-1427-9

  • Online ISBN: 978-1-4419-1428-6

  • eBook Packages: Humanities, Social Sciences and Law

Publish with us

Policies and ethics