• DocumentCode
    56895
  • Title

    A Model-Free Approach to Wind Farm Control Using Game Theoretic Methods

  • Author

    Marden, Jason R. ; Ruben, S.D. ; Pao, Lucy Y.

  • Author_Institution
    Dept. of Electr., Comput., & Energy Eng., Univ. of Colorado, Boulder, CO, USA
  • Volume
    21
  • Issue
    4
  • fYear
    2013
  • fDate
    Jul-13
  • Firstpage
    1207
  • Lastpage
    1214
  • Abstract
    This brief explores the applicability of recent results in game theory and cooperative control to the problem of optimizing energy production in wind farms. One such result is a model-free control strategy that is completely decentralized and leads to efficient system behavior in virtually any distributed system. We demonstrate that this learning rule can provably maximize energy production in wind farms without explicitly modeling the aerodynamic interaction amongst the turbines.
  • Keywords
    game theory; learning (artificial intelligence); power generation control; wind power; cooperative control; distributed system; energy production optimization; game theoretic method; learning rule; model-free approach; model-free control strategy; wind farm control; Cooperative systems; networked control systems; wind farms;
  • fLanguage
    English
  • Journal_Title
    Control Systems Technology, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6536
  • Type

    jour

  • DOI
    10.1109/TCST.2013.2257780
  • Filename
    6515297