• DocumentCode
    635908
  • Title

    Economic model predictive control of nonlinear two-time-scale systems

  • Author

    Ellis, Matthew ; Heidarinejad, Mohsen ; Christofides, Panagiotis D.

  • Author_Institution
    Dept. of Chem. & Biomol. Eng., Univ. of California, Los Angeles, Los Angeles, CA, USA
  • fYear
    2013
  • fDate
    25-28 June 2013
  • Firstpage
    323
  • Lastpage
    328
  • Abstract
    We focus on the development of a Lyapunov-based economic model predictive control (LEMPC) method for nonlinear singularly perturbed systems in standard form arising naturally in the modeling of two-time-scale chemical processes. A composite control structure is proposed in which, a “fast” Lyapunov-based model predictive controller (LMPC) using a quadratic cost function which penalizes the deviation of the fast states from their equilibrium slow manifold and the corresponding manipulated inputs, is used to stabilize the fast dynamics while a two-mode “slow” LEMPC design is used on the slow subsystem that addresses economic considerations as well as desired closed-loop stability properties by utilizing an economic (typically non-quadratic) cost function in its formulation and possibly dictating a time-varying process operation. Through a multirate measurement sampling scheme, fast sampling of the fast state variables is used in the fast LMPC while slow-sampling of the slow state variables is used in the slow LEMPC. Appropriate stabilizability assumptions are made and suitable constraints are imposed on the proposed control scheme to guarantee the closed-loop stability and singular perturbation theory is used to analyze the closed-loop system.
  • Keywords
    Lyapunov methods; closed loop systems; control system synthesis; nonlinear control systems; predictive control; sampling methods; singularly perturbed systems; stability; time-varying systems; LEMPC method; Lyapunov-based economic model predictive control method; closed-loop stability; closed-loop stability properties; closed-loop system; composite control structure; economic cost function; multirate measurement sampling scheme; nonlinear singularly perturbed systems; nonlinear two-time-scale systems; quadratic cost function; singular perturbation theory; stabilizability assumptions; time-varying process operation; two-time-scale chemical processes; Cost function; Economics; Manifolds; Predictive models; Process control; Stability analysis; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control & Automation (MED), 2013 21st Mediterranean Conference on
  • Conference_Location
    Chania
  • Print_ISBN
    978-1-4799-0995-7
  • Type

    conf

  • DOI
    10.1109/MED.2013.6608741
  • Filename
    6608741