• DocumentCode
    574751
  • Title

    A hierarchical distributed economic NMPC architecture based on neighboring-extremal updates

  • Author

    Wolf, I.J. ; Scheu, H. ; Marquardt, Wolfgang

  • Author_Institution
    Dept. of AVT - Process Syst. Eng., RWTH Aachen Univ., Aachen, Germany
  • fYear
    2012
  • fDate
    27-29 June 2012
  • Firstpage
    4155
  • Lastpage
    4160
  • Abstract
    A hierarchical distributed algorithm for nonlinear optimal control is presented. The algorithm enables the change of the operating point for continuous processes in real-time by further reducing computational time especially for large-scale systems with several coupled subsystems. The algorithm is an extension of a two-layer nonlinear control architecture which provides a rigorous solution to the optimal control problem by a slow controller and a sensitivity-based update for the optimal trajectories under disturbances by a fast neighboring-extremal (NE) controller. The direct incorporation of disturbances within the fast NE controller results in a parametric QP which is split up in a set of distributed parametric QP to be solved in parallel.
  • Keywords
    distributed algorithms; large-scale systems; nonlinear control systems; optimal control; predictive control; sensitivity analysis; continuous process; coupled subsystem; distributed parametric QP; hierarchical distributed algorithm; large-scale system; neighboring-extremal controller; neighboring-extremal update; nonlinear model-predictive control architecture; nonlinear optimal control; optimal control problem; sensitivity-based update; two-layer nonlinear control architecture; Computer architecture; Economics; Mathematical model; Optimal control; Process control; Sensitivity; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2012
  • Conference_Location
    Montreal, QC
  • ISSN
    0743-1619
  • Print_ISBN
    978-1-4577-1095-7
  • Electronic_ISBN
    0743-1619
  • Type

    conf

  • DOI
    10.1109/ACC.2012.6315353
  • Filename
    6315353