• DocumentCode
    2718057
  • Title

    Real-time inverse optimal control for a planar robot

  • Author

    Ornelas, Fernando ; Sanchez, Edgar N. ; Loukianov, Alexander G.

  • Author_Institution
    Unidad Guadalajara, CINVESTAV, Jalisco, Mexico
  • fYear
    2010
  • fDate
    8-10 Sept. 2010
  • Firstpage
    2332
  • Lastpage
    2337
  • Abstract
    This paper presents an inverse optimal neural controller, which is constituted by the combination of two techniques: a) inverse optimal control to avoid solving the Hamilton Jacobi Bellman (HJB) equation associated to nonlinear system optimal control, and b) an on-line neural identifier, which uses a recurrent neural network, trained with the extended Kalman filter (EKF), in order to build a model of an assumed unknown nonlinear system. The applicability of the proposed approach is illustrated by real-time control of a planar robot.
  • Keywords
    Kalman filters; neurocontrollers; nonlinear systems; optimal control; recurrent neural nets; robots; extended Kalman filter; inverse optimal neural controller; nonlinear system; online neural identifier; planar robot; recurrent neural network; Artificial neural networks; Covariance matrix; Mathematical model; Nonlinear systems; Optimal control; Real time systems; Robots;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control (ISIC), 2010 IEEE International Symposium on
  • Conference_Location
    Yokohama
  • ISSN
    2158-9860
  • Print_ISBN
    978-1-4244-5360-3
  • Electronic_ISBN
    2158-9860
  • Type

    conf

  • DOI
    10.1109/ISIC.2010.5612912
  • Filename
    5612912