• DocumentCode
    921864
  • Title

    Radial basis function network architecture for nonholonomic motion planning and control of free-flying manipulators

  • Author

    Gorinevsky, D. ; Kapitanovsky, A. ; Goldenberg, A.

  • Author_Institution
    Robotics & Autom. Lab., Toronto Univ., Ont., Canada
  • Volume
    12
  • Issue
    3
  • fYear
    1996
  • fDate
    6/1/1996 12:00:00 AM
  • Firstpage
    491
  • Lastpage
    496
  • Abstract
    This paper considers a problem of nonholonomic motion planning. A practical paradigm for planning and stabilization of motion in a class of multivariate nonlinear (nonholonomic) systems is presented and applied to a planar free-floating manipulator system. The controller architecture designed in the paper is based on the radial basis function approximation of an optimal control program for any desired motion. This architecture also incorporates a sampled-data feedback stabilization algorithm. The proposed control technique overcomes certain problems associated with other control approaches available for nonholonomic systems. The presented simulation results reveal a promising potential of the proposed control paradigm. This paradigm can be extended to a broader class of nonlinear control problems
  • Keywords
    feedback; feedforward neural nets; manipulators; mobile robots; motion control; neurocontrollers; optimal control; path planning; sampled data systems; stability; free-flying manipulators; motion stabilisation; multivariate nonlinear nonholonomic systems; nonholonomic motion planning; optimal control program; radial basis function network architecture; sampled-data feedback stabilization algorithm; Artificial neural networks; Attitude control; Control systems; Feedback control; Function approximation; Motion control; Open loop systems; Optimal control; Radial basis function networks; Robotics and automation;
  • fLanguage
    English
  • Journal_Title
    Robotics and Automation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1042-296X
  • Type

    jour

  • DOI
    10.1109/70.499831
  • Filename
    499831