• DocumentCode
    646395
  • Title

    Case-study based performance assessment of an event-triggered MPC scheme for freeway systems

  • Author

    Ferrara, A. ; Nai Oleari, Alberto ; Sacone, Simona ; Siri, Silvia

  • Author_Institution
    Dept. of Electr., Comput. & Biomed. Eng., Univ. of Pavia, Pavia, Italy
  • fYear
    2013
  • fDate
    17-19 July 2013
  • Firstpage
    4027
  • Lastpage
    4032
  • Abstract
    The paper is aimed at the definition of an efficient control framework for freeway systems. To this end, a Model Predictive Control scheme based on the cell transmission model is adopted in which the considered control action refers to ramp metering. Two major aspects characterize the paper. First, the prediction model is formulated as a mixed logical dynamical system (i.e. it is described by linear dynamic equations and linear inequalities in which both real and integer variables are involved) in order to obtain a finite-horizon optimal control problem with the structure of a mixed-integer quadratic programming problem. In such a problem the objective function quadratically penalizes the deviation of the state variables from a specific equilibrium point. Secondly, an event-triggered scheme is used to further reduce the computational load of the control scheme making it more adequate for real applications. Numerical results based on data coming from a real case study relevant to Grenoble South Ring are also presented and discussed.
  • Keywords
    integer programming; linear systems; optimal control; predictive control; quadratic programming; road traffic; Grenoble South Ring; case-study based performance assessment; cell transmission model; computational load; control framework; equilibrium point; event-triggered MPC scheme; event-triggered scheme; finite-horizon optimal control problem; freeway systems; integer variables; linear dynamic equations; linear inequalities; mixed logical dynamical system; mixed-integer quadratic programming problem; model predictive control; objective function; prediction model; ramp metering; state variables; Convergence; Indexes; Mathematical model; Optimal control; Predictive models; Standards; Traffic control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (ECC), 2013 European
  • Conference_Location
    Zurich
  • Type

    conf

  • Filename
    6669805