Skip to main content
Log in

Event-Driven Robust Output Feedback Control for Constrained Linear Systems via Model Predictive Control Method

  • Published:
Circuits, Systems, and Signal Processing Aims and scope Submit manuscript

Abstract

This paper considers the problem of event-driven robust output feedback model predictive control for constrained linear systems subject to bounded disturbances. The proposed output feedback controller involves designing a Luenberger state estimator and an event-driven robust model predictive controller. The state estimation error is bounded by a robust positively invariant set, and a constraint tightening method is utilized to formulate the robust output feedback MPC optimization problem. Based on input-to-state stability theory, the event-triggering condition with respect to the error between the system output and the observer output is derived. At each sampling instant, the optimization problem is required to be solved only when the triggering condition is violated. Otherwise, a candidate control law is constructed and applied to system. Moreover, both the feasibility of the optimization problem and the convergence of closed-loop system are proved. Finally, a simulation example is given to show that the proposed approach can reduce the solving frequency of optimization problems while guaranteeing that the system state converges to a neighborhood of the equilibrium.

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.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  1. L. Chisci, G. Zappa, Feasibility in predictive control of constrained linear systems: the output feedback case. Int. J. Robust Nonlinear 12(5), 465–487 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  2. M. Diehl, J. Bjornberg, Robust dynamic programming for min-max model predictive control of constrained uncertain systems. IEEE Trans. Autom. Control 49(12), 2253–2257 (2004)

    Article  MathSciNet  Google Scholar 

  3. A. Eqtamin, D.V. Dimarogonas, K.J. Kyriakopoulos, Event-triggered control for discrete-time systems, in Proceedings of American Control Conference, Baltimore, USA (2010), pp. 4719–4724

  4. R. Ghaemi, J. Sun, I.V. Kolmanovsky, Robust control of constrained linear systems with bounded disturbances. IEEE Trans. Autom. Control 57(10), 2683–2688 (2012)

    Article  MathSciNet  Google Scholar 

  5. J. Júlvez, S.D. Cairano, A. Bemporad, C. Mahulea, Event-driven model predictive control of time hybrid Petri nets. Int. J. Robust Nonlinear 24(12), 1724–1742 (2014)

    Article  MATH  Google Scholar 

  6. E.C. Kerrigan, J.M. Maciejowski, Feedback min-max model predictive control using a single linear program: robust stability and the explicit solution. Int. J. Robust Nonlinear 14(4), 395–413 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  7. D. Lehmann, E. Henriksson, K.H. Hohansson, Event-triggered model predictive control of discrete-time linear systems subjected to disturbances, in Proceedings of European Control Conference, Zürich, Switzerland (2013), pp. 1156–1161

  8. H. Li, Y. Shi, Output feedback predictive control for constrained linear systems with intermittent measurements. Syst. Control Lett. 62(4), 345–354 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  9. H. Li, Y. Shi, Network-based predictive control for constrained nonlinear systems with two-channel packet dropouts. IEEE Trans. Ind. Electron. 61(3), 1574–1582 (2014)

    Article  Google Scholar 

  10. H. Li, Y. Shi, Event-triggered robust model predictive control of continuous-time nonlinear systems. Automatica 50(5), 1507–1513 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  11. B. Liu, Y. Xia, M.S. Mahmoud, H. Wu, S. Cui, New predictive control scheme for networked control systems. Circuits Syst. Signal Process. 31(3), 945–960 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  12. X. Liu, D. Constantinescu, Y. Shi, Robust model predictive control of constrained non-linear systems: adopting the non-squared integrand objective function. IET Control Theory Appl. 9(5), 649–658 (2015)

    Article  MathSciNet  Google Scholar 

  13. D. Li, Y. Xi, Constrained feedback robust model predictive control for polytopic uncertain systems with time delays. Int. J. Syst. Sci. 42(10), 1651–1660 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  14. S. Lucia, J.A.E. Andersson, H. Brandt, M. Diehl, S. Engell, Handling uncertainty in economic nonlinear model predictive control: a comparative case study. J. Process Control 24(8), 1247–1259 (2014)

    Article  Google Scholar 

  15. D.Q. Mayne, S.V. Raković, R. Findeisen, F. Allgöwer, Robust output feedback model predictive control of constrained linear systems. Automatica 42(7), 1217–1222 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  16. X. Ping, B. Ding, Off-line approach to dynamic output feedback robust model predictive control. Syst. Control Lett. 62(11), 1038–1048 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  17. A. Rahideh, M.H. Shaheed, Constrained output feedback model predictive control for nonlinear systems. Control Eng. Pract. 20(4), 431–443 (2012)

    Article  MATH  Google Scholar 

  18. S.V. Raković, E.C. Kerrigan, K.I. Kouramas, D.Q. Mayne, Invariant approximations of the minimal robustly positively invariant sets. IEEE Trans. Autom. Control 50(3), 406–410 (2005)

    Article  Google Scholar 

  19. A. Rhouma, F. Bouani, Robust model predictive control of uncertain fractional systems: a thermal application. IET Control Theory Appl. 8(17), 1986–1994 (2014)

    Article  MathSciNet  Google Scholar 

  20. A. Richards, J. How, Robust stable model predictive control with constraint tightening, in Proceedings of American Control Conference, Minnesota, USA (2006), pp. 1557–1562

  21. Y. Shi, J. Huang, B. Yu, Robust tracking control of networked control systems: application to a networked DC motor. IEEE Trans. Ind. Electron. 60(12), 5864–5874 (2013)

    Article  Google Scholar 

  22. Y. Zou, S. Li, Robust model predictive control for piecewise affine systems. Circuits Syst. Signal Process. 26(3), 393–406 (2007)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgments

This work is partly supported by National Natural Science Foundation (NNSF) from China (61374107, 61273073), the Fundamental Research Funds for the Central Universities and the Program of Shanghai Subject Chief Scientist (14XD1420900).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yuanyuan Zou.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Lu, L., Zou, Y. & Niu, Y. Event-Driven Robust Output Feedback Control for Constrained Linear Systems via Model Predictive Control Method. Circuits Syst Signal Process 36, 543–558 (2017). https://doi.org/10.1007/s00034-016-0316-5

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00034-016-0316-5

Keywords

Navigation