• DocumentCode
    2830632
  • Title

    Adaptive neural network compensation of pivot nonlinearity in hard disk drives

  • Author

    Hong, F. ; Hredzak, B. ; Ge, S.S. ; Ong, E.H. ; He, Z. ; Zhang, J.

  • Author_Institution
    Data Storage Inst., Singapore
  • fYear
    2007
  • fDate
    12-14 Dec. 2007
  • Firstpage
    4507
  • Lastpage
    4512
  • Abstract
    In this paper we propose an adaptive NN control design to compensate for the pivot nonlinearity. To capture the time-varying uncertainties and nonlinearity, the adaptive tuning scheme is employed for NN weights, receptive center and width. The simulation and experimental results shows the effectiveness of the proposed scheme.
  • Keywords
    adaptive control; compensation; control nonlinearities; control system synthesis; disc drives; hard discs; neurocontrollers; time-varying systems; uncertain systems; adaptive neural network control design; adaptive tuning; hard disk drives; pivot nonlinearity compensation; receptive center; time-varying uncertainties; Adaptive control; Adaptive systems; Control systems; Friction; Hard disks; Hysteresis; Neural networks; Programmable control; Servomechanisms; Uncertainty; Hard disk drive; adaptive neural networks; pivot nonlinearity compensation.;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2007 46th IEEE Conference on
  • Conference_Location
    New Orleans, LA
  • ISSN
    0191-2216
  • Print_ISBN
    978-1-4244-1497-0
  • Electronic_ISBN
    0191-2216
  • Type

    conf

  • DOI
    10.1109/CDC.2007.4434945
  • Filename
    4434945