• DocumentCode
    714209
  • Title

    Workspace trajectory control of flexible robot manipulators using neural network and visual sensor feedback

  • Author

    Zhao-Hui Jiang

  • Author_Institution
    Dept. of Mech. Syst. Eng., Hiroshima Inst. of Technol., Hiroshima, Japan
  • fYear
    2015
  • fDate
    3-6 May 2015
  • Firstpage
    1502
  • Lastpage
    1507
  • Abstract
    This paper addresses the issue of workspace trajectory tracking control of flexible robot manipulators. A control strategy integrated with computed-torque-like control scheme, link vibration suppressing control scheme, and learning control scheme is proposed. Dynamics of a virtual rigid robot and vision feedback are used to construct the computed torque like controller. The learning controller is designed with a multilayer feedforward neural network to provide the control system with learning ability for improving performance of the control system. A vision system consisting of a CCD camera and video tracker is used for the measuring of end-effector position and link deflections. Simulations and experiments of end-effector trajectory tracking control are carried out using a 2-link flexible robot system as a testbed. The results confirm the effectiveness and usefulness of the proposed control strategy.
  • Keywords
    end effectors; feedback; feedforward neural nets; flexible manipulators; learning systems; manipulator dynamics; neurocontrollers; robot vision; trajectory control; vibration control; 2-link flexible robot system; CCD camera; computed-torque-like control; end-effector position measurement; end-effector trajectory tracking control; flexible robot manipulators; learning control; link deflection measurement; link vibration suppressing control; multilayer feedforward neural network; video tracker; virtual rigid robot dynamics; vision system; visual sensor feedback; workspace trajectory tracking control; Joints; Neural networks; Process control; Robot sensing systems; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical and Computer Engineering (CCECE), 2015 IEEE 28th Canadian Conference on
  • Conference_Location
    Halifax, NS
  • ISSN
    0840-7789
  • Print_ISBN
    978-1-4799-5827-6
  • Type

    conf

  • DOI
    10.1109/CCECE.2015.7129503
  • Filename
    7129503