• DocumentCode
    2515528
  • Title

    Bang-bang control of a flexible-link manipulator with actuator saturation using neural network

  • Author

    Damadi, S. M Saeed ; Tolue, Hamid R. ; Talebi, H.A.

  • Author_Institution
    Dept. of Electr. Eng., Amirkabir Univ. of Technol. (Tehran Polytech.), Tehran, Iran
  • fYear
    2011
  • fDate
    23-25 May 2011
  • Firstpage
    1458
  • Lastpage
    1464
  • Abstract
    In this paper, a methodology of finding a minimum time and non-linear state feedback control of a flexible-link manipulator with saturated control is proposed. Since the difficulty which is involved in minimization of the cost function is solving GHJB equation, having proper cost function can solve regulation and bang-bang control problem for non-linear systems. To show this, we present a proper non-quadratic cost function and solve corresponding optimal control problem by approximation the solution of GHJB. Since solving GHJB is difficult, we use neural network to approximate the solution of GHJB equation. The controller, which is found by that method, has better performance in contrast LQR method for linearized systems because it does not ignore the inherent nonlinearity of non-linear systems. The simulation results confirm that deflection modes are damped faster and cost function has a good upper band.
  • Keywords
    actuators; approximation theory; bang-bang control; cost optimal control; linearisation techniques; manipulators; neural nets; nonlinear control systems; state feedback; GHJB equation; LQR method; actuator saturation; approximation problem; bang-bang control; cost function minimization; flexible-link manipulator; linearized system; neural network; nonlinear state feedback control; nonquadratic cost function; optimal control problem; saturated control; Artificial neural networks; Cost function; Equations; Manipulator dynamics; Mathematical model; Optimal control; Flexible-link manipulator; Minimum time Control; Nearly optimal control; constrained control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control and Decision Conference (CCDC), 2011 Chinese
  • Conference_Location
    Mianyang
  • Print_ISBN
    978-1-4244-8737-0
  • Type

    conf

  • DOI
    10.1109/CCDC.2011.5968422
  • Filename
    5968422