• DocumentCode
    2499168
  • Title

    A moving-bank based intelligent control

  • Author

    Shao, Lei ; Lei, Humin ; Zhao, Zongboa

  • Author_Institution
    Missile Inst., Air Force Eng. Univ., Sanyuan
  • fYear
    2008
  • fDate
    25-27 June 2008
  • Firstpage
    8082
  • Lastpage
    8085
  • Abstract
    A moving-bank based intelligent control method was introduced to deal with the complex nonlinear system. Firstly, the predictive model of the nonlinear system was modeled online based on the least squares support vector machine (LS-SVM), and the linearized predictive model was acquired. Secondly, the multiple fixed model bank was dynamically updated based on the linearized predictive model. Finally, a moving-bank was constructed by choosing the models which near the operating region from the fixed model bank, according to a choosing mechanism; and controllers were reconfigured accordingly based on the moving-bank. The simulation results demonstrate the effectiveness of this method.
  • Keywords
    intelligent control; large-scale systems; least squares approximations; nonlinear control systems; support vector machines; complex nonlinear system; least squares support vector machine; linearized predictive model; moving-bank based intelligent control; Automation; Intelligent control; complex nonlinear system; intelligent control; least squares support vector machine; moving-bank; reconfiguration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
  • Conference_Location
    Chongqing
  • Print_ISBN
    978-1-4244-2113-8
  • Electronic_ISBN
    978-1-4244-2114-5
  • Type

    conf

  • DOI
    10.1109/WCICA.2008.4594194
  • Filename
    4594194