• DocumentCode
    466157
  • Title

    Online WTG Dynamic Performance and Transient Stability Enhancement by Evolutionary LQG

  • Author

    Muhando, Endusa Billy ; Senjyu, Tomonobu ; Urasaki, Naomitsu ; Kinjo, Hiroshi ; Funabashi, Toshihisa

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Univ. of the Ryukyus, Nishihara
  • fYear
    2007
  • fDate
    24-28 June 2007
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    Operation of variable speed wind turbine generator (WTG) in the above-rated region characterized by high turbulence intensities demands a trade-off between two performance metrics: maximization of energy harvested from the wind and minimization of damage caused by mechanical fatigue. This paper presents a learning adaptive controller for output power leveling and decrementing cyclic loads on the drive train. The proposed controller incorporates a linear quadratic Gaussian (LQG) and a neurocontroller (NC) and regulates rotational speed by specifying the demanded generator torque. Pitch control ensures rated power output. A second-order model and a stochastic wind field model are used in the analysis. The LQG is used as a basis upon which the performance of the proposed paradigm in the trade-off studies is assessed. Simulation results indicate the proposed control scheme effectively harmonizes the relation between rotor speed and the highly turbulent wind speed thereby regulating shaft moments and maintaining rated power.
  • Keywords
    adaptive control; angular velocity control; learning systems; linear quadratic Gaussian control; neurocontrollers; power system transient stability; rotors; turbogenerators; turbulence; wind power plants; wind turbines; energy harvesting; evolutionary LQG; generator torque; learning adaptive controller; linear quadratic Gaussian; mechanical fatigue; neurocontroller; online WTG dynamic performance; pitch control; rotational speed regulation; rotor speed control; second-order model; shaft moments; stochastic wind field model; transient stability enhancement; turbulent wind speed; variable speed wind turbine generator; Adaptive control; Character generation; Fatigue; Measurement; Mechanical variables control; Power generation; Programmable control; Stability; Wind energy generation; Wind turbines; LQG; parameter variations; pitch control; transient stability; turbulence;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Power Engineering Society General Meeting, 2007. IEEE
  • Conference_Location
    Tampa, FL
  • ISSN
    1932-5517
  • Print_ISBN
    1-4244-1296-X
  • Electronic_ISBN
    1932-5517
  • Type

    conf

  • DOI
    10.1109/PES.2007.385499
  • Filename
    4275381