Skip to main content
Log in

Optimal Control of Constrained Piecewise Affine Discrete-Time Systems

  • Published:
Computational Optimization and Applications Aims and scope Submit manuscript

Abstract

This paper makes two contributions; firstly, it provides a characterization of the solution of the optimal control problem for piecewise affine discrete-time systems with a quadratic cost function (the generally preferred option) and, secondly, provides a simple method (reverse transformation) for solving this and the previously solved &ell problem. The characterization is useful for on-line implementation.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. A. Bemporad, F. Borrelli, and M. Morari, “Piecewise linear optimal controllers for hybrid systems,” in Proceedings of the American Control Conference, Chicago, 2000, pp. 1190-1194.

  2. A. Bemporad, M. Morari, V. Dua, and E. Pistikopoulos, “The explicit linear quadratic regulator for constrained systems,” Automatica, vol. 38, no. 1, pp. 3-20, 2002.

    Google Scholar 

  3. F. Borrelli, Discrete Time Constrained Optimal Control, Ph.D. thesis, Swiss Federal Instritute of Technology, Zurich, 2002.

    Google Scholar 

  4. M. Cannon, B. Kouvaritakis, and A. Rossiter, “Efficient active set optimization in triple mode MPC,” IEEE Transactions on Automatic Control, vol. 46, no. 8, pp. 1307-1312, 2001.

    Google Scholar 

  5. M.-J. Chien and E.S. Kuh, “Solving nonlinear resistive networks using piecewise-linear analysis and simplicial subdivision,” IEEE Transactions on Circuits and Systems, vol. CAS-24, no. 6, pp. 305-317, 1977.

    Google Scholar 

  6. J.A. De Doná and G.G. Goodwin, “Elucidation of the state-space regions wherein model predictive and antiwindup strategies achieve identical control policies,” Technical Report EE9944, The University of Newcastle, Australia, 1999.

    Google Scholar 

  7. V. Dua, N.A. Bozinis, and E.N. Pistikopoulos, “A multiparametric programming approach for mixed integer and quadratic engineering problems,” Computers and Chemical Engineering, vol. 26, pp. 715-733, 2002.

    Google Scholar 

  8. V. Dua, N.A. Bozinis, and E.N. Pistikopoulos, “A multiparametric approach for mixed-integer and quadratic process engineering problems,” Computers and Chemical Engineering, vol. 26, pp. 715-733, 2002.

    Google Scholar 

  9. M. Fodor, “An automobile application of mpc: Traction control,” Presented at American Control Conference, Arlington, Virginia, 2001.

  10. E.G. Gilbert and K.T. Tan, “Linear systems with state and control constraints: the theory and application of maximal output admissible sets,” IEEE Transactions on Automatic Control, vol. AC-36, pp. 1008-1020, 1991.

    Google Scholar 

  11. D.Q. Mayne, “Control of constrained dynamic systems,” European Journal of Control, vol. 7, pp. 87-99, 2001.

    Google Scholar 

  12. D.Q. Mayne, “Control of constrained dynamic systems,” Technical Report EEE/C&P/DQM/9/2001, Imperial College London, 2001. Keynote address, European Control Conference, Oporto, 4-7 September, 2001.

    Google Scholar 

  13. D.Q. Mayne and S. Raković, “Optimal control of constrained piecewise affine discrete-time systems using reverse transformation,” in Proceedings of the IEEE 2002 Conference on Decision and Control, Las Vegas, USA, 2002.

  14. D.Q. Mayne and S. Raković, “Model predictive control of constrained piecewise affine discrete-time systems,” Technical Report EEE/C&P/DQM/3/2002, Imperial College London SW72BT, March 2002.

    Google Scholar 

  15. D.Q. Mayne and S. Raković, “Model predictive control of constrained piecewise affine discrete-time systems,” International Journal of Robust and Nonlinear Control, 2003.

  16. M. Morari, “Mathematical programming approach to hybrid systems, analysis and control,” in 25 Years of Nonlinear Control at École des Mines de Paris, http://cas.ensmp.fr/25ans, 2001.

  17. E. Polak, Optimization: Algorithms and Consistent Approximations. Springer Verlag: New York, 1997. ISBN 0-387-94971-2.

    Google Scholar 

  18. M.M. Seron, G.C. Goodwin, and J.A. De Doná, “Geometry of model predictive control for constrained linear systems,” Technical Report EE0031, The University of Newcastle, Australia, 2000.

    Google Scholar 

  19. S.M. Veres and D.Q. Mayne, “The geometric bounding toolbox, GBT 7.1,” MathWorks Third Party Products. http://www.sysbrain.com/gbt.

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Mayne, D.Q., Raković, S. Optimal Control of Constrained Piecewise Affine Discrete-Time Systems. Computational Optimization and Applications 25, 167–191 (2003). https://doi.org/10.1023/A:1022905121198

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1023/A:1022905121198

Navigation