• DocumentCode
    85878
  • Title

    Optimal Control of Scalar Conservation Laws Using Linear/Quadratic Programming: Application to Transportation Networks

  • Author

    Yanning Li ; Canepa, Edward ; Claudel, Christian

  • Author_Institution
    Dept. of Mech. Eng., King Abdullah Univ. of Sci. & Technol., Thuwal, Saudi Arabia
  • Volume
    1
  • Issue
    1
  • fYear
    2014
  • fDate
    Mar-14
  • Firstpage
    28
  • Lastpage
    39
  • Abstract
    This article presents a new optimal control framework for transportation networks in which the state is modeled by a first order scalar conservation law. Using an equivalent formulation based on a Hamilton-Jacobi (H-J) equation and the commonly used triangular fundamental diagram, we pose the problem of controlling the state of the system on a network link, in a finite horizon, as a Linear Program (LP). We then show that this framework can be extended to an arbitrary transportation network, resulting in an LP or a Quadratic Program. Unlike many previously investigated transportation network control schemes, this method yields a globally optimal solution and is capable of handling shocks (i.e., discontinuities in the state of the system). As it leverages the intrinsic properties of the H-J equation used to model the state of the system, it does not require any approximation, unlike classical methods that are based on discretizations of the model. The computational efficiency of the method is illustrated on a transportation network.
  • Keywords
    distributed parameter systems; integer programming; linear programming; optimal control; quadratic programming; traffic control; transportation; H-J equation; Hamilton-Jacobi equation; arbitrary transportation network; computational efficiency; equivalent formulation; finite horizon; first order scalar conservation law; globally optimal solution; intrinsic property; linear programming; network link; optimal control framework; quadratic programming; scalar conservation laws; transportation network control schemes; transportation networks; triangular fundamental diagram; Computational modeling; Equations; Mathematical model; Optimal control; Road transportation; Distributed parameter systems; integer programming; linear programming; networks; optimal control; quadratic programming; traffic control;
  • fLanguage
    English
  • Journal_Title
    Control of Network Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    2325-5870
  • Type

    jour

  • DOI
    10.1109/TCNS.2014.2304152
  • Filename
    6730649