Skip to main content
Log in

Stable Model Predictive Control for Constrained Max-Plus-Linear Systems

  • Published:
Discrete Event Dynamic Systems Aims and scope Submit manuscript

Abstract

Discrete-event systems with synchronization but no concurrency can be described by models that are “linear” in the max-plus algebra, and they are called max-plus-linear (MPL) systems. Examples of MPL systems often arise in the context of manufacturing systems, telecommunication networks, railway networks, parallel computing, etc. In this paper we provide a solution to a finite-horizon model predictive control (MPC) problem for MPL systems where it is required that the closed-loop input and state sequence satisfy a given set of linear inequality constraints. Although the controlled system is nonlinear, by employing results from max-plus theory, we give sufficient conditions such that the optimization problem that is performed at each step is a linear program and such that the MPC controller guarantees a priori stability and satisfaction of the constraints. We also show how one can use the results in this paper to compute a time-optimal controller for linearly constrained MPL systems.

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

  • Baccelli F, Cohen G, Olsder GJ, Quadrat JP (1992) Synchronization and linearity. Wiley, New York

    MATH  Google Scholar 

  • Cofer DD, Garg VK (1996) Supervisory control of real-time discrete-event systems using lattice theory. IEEE Trans Automat Contr 41(2):199–209, February

    Article  MATH  Google Scholar 

  • Cottenceau B, Hardouin L, Boimond J, Ferrier J (2001) Model reference control for timed event graphs in dioid. Automatica 37(8):1451–1458

    Article  MATH  Google Scholar 

  • Cuninghame-Green RA (1979) Minimax algebra, Lecture notes in economics and mathematical systems, vol 16. Springer, Berlin, Germany

    Google Scholar 

  • De Schutter B (1996) Max-algebraic system theory for discrete event systems. PhD thesis, Faculty of Applied Sciences, K.U.Leuven, Leuven, Belgium

  • De Schutter B, van den Boom T (2001) Model predictive control for max-plus-linear discrete event systems. Automatica 37(7):1049–1056, July

    Article  MATH  Google Scholar 

  • Elsner L, Johnson CR, Dias da Silva JA (1988) The Perron root of a weighted geometric mean of nonnegative matrices. Linear Multilinear Algebra 24(1):1–13

    Article  MATH  Google Scholar 

  • Gaubert S (1996) On the Burnside problem for semigroups of matrices in the (max,+) algebra. Semigroup Forum 52:271–292

    Article  MATH  Google Scholar 

  • Gazarik MJ, Kamen BEW (1999) Reachability and observability of linear systems over max-plus. Kybernetika 35(1):2–12, January

    Google Scholar 

  • Gilbert EG, Tan KT (1991) Linear systems with state and control constraints: the theory and applications of maximal output admissible sets. IEEE Trans Automat Contr 36(9):1008–1020, September

    Article  MATH  Google Scholar 

  • Heemels WPMH, De Schutter B, Bemporad A (2001) Equivalence of hybrid dynamical models. Automatica 37(7):1085–1091, July

    Article  MATH  Google Scholar 

  • Heidergott B, Olsder GJ, Woude J (2005) Max plus at work. Princeton University Press, Princeton

    Google Scholar 

  • Kumar R, Garg VK (1994) Extremal solutions of inequations over lattices with applications to supervisory control. In: Proceedings of the 33rd IEEE conference on decision and control. Orlando, Florida, pp 3636–3641, December

  • Libeaut L, Loiseau JJ (1995) Admissible initial conditions and control of timed event graphs. In: Proceedings of the 34th IEEE conference on decision and control. New Orleans, Louisiana, pp 2011–2016, December

  • Maciejowski JM (2002) Predictive control with constraints. Prentice Hall, Harlow, England

    Google Scholar 

  • Maia CA, Hardouin L, Santos-Mendes R, Cottenceau B (2003) Optimal closed-loop control of timed event graphs in dioids. IEEE Trans Automat Contr 48(12):2284–2287, December

    Article  Google Scholar 

  • Mairesse J (1995) A graphical approach to the spectral theory in the (max,+) algebra. IEEE Trans Automat Contr 40(10):1783–1789, October

    Article  MATH  Google Scholar 

  • Mayne DQ, Rawlings JB, Rao CV, Scokaert POM (2000) Constrained model predictive control: stability and optimality. Automatica 36(7):789–814, June

    Article  MATH  Google Scholar 

  • Menguy E, Boimond JL, Hardouin L (1997) A feedback control in max-algebra. In: Proceedings of the european control conference (ECC’97), Brussels, Belgium, paper 487, July

  • Menguy E, Boimond JL, Hardouin L, Ferrier JL (2000) A first step towards adaptive control for linear systems in max algebra. Discret Event Dyn Syst Theor Appl 10(4):347–367

    Article  MATH  Google Scholar 

  • Necoara I (2006) Model predictive control for max-plus-linear and piecewise affine systems. PhD thesis, Delft Center for Systems and Control, Delft University of Technology, The Netherlands, October

  • Necoara I, van den Boom TJJ, De Schutter B, Hellendoorn J (2006) Stabilization of MPL systems using model predictive control: the unconstrained case. Technical Report 06-006, Delft Center for Systems and Control, Delft University of Technology, Delft, The Netherlands, Revised version. Provisionally accepted for Automatica, September

  • Passino KM, Burgess KL (1998) Stability analysis of discrete event systems. Wiley, New York

    Google Scholar 

  • La Salle JP (1976) The stability of dynamical systems. Society for Industrial and Applied Mathematics, Philadelphia, PA

  • van den Boom TJJ, De Schutter B, Necoara I (2005) On MPC for max-plus-linear systems: analytic solution and stability. In: Proceedings of the 44th IEEE conference on decision and control, and the european control conference, (CDC-ECC’05). Seville, Spain, pp 7816–7821, December

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Ion Necoara.

Additional information

This paper was not presented at any IFAC meeting.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Necoara, I., De Schutter, B., van den Boom, T.J.J. et al. Stable Model Predictive Control for Constrained Max-Plus-Linear Systems. Discrete Event Dyn Syst 17, 329–354 (2007). https://doi.org/10.1007/s10626-007-0015-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10626-007-0015-2

Keywords

Navigation