• DocumentCode
    621574
  • Title

    Application of neural network with adaptive interaction for speed control of the drive system with elastic joint

  • Author

    Kaminski, Marcin ; Orlowska-Kowalska, Teresa

  • Author_Institution
    Institute of Electrical Machines, Drives and Measurements, Wroclaw University of Technology, Wroclaw, Poland
  • fYear
    2013
  • fDate
    28-31 May 2013
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    This article presents adaptive speed controller applied for electrical drive containing extended mechanical part of the structure. Load machine is connected with long, elastic shaft. Such construction leads to additional disturbation in control system. Oscillation of state variables are appearing. In described solution controller based on neural network is applied. Weights coefficients are calculated on-line during work of the drive. Adaptation of gains in neural network is realized according to adaptive interaction algorithm. Achieved results present correct work of drive in presence of load switching. Additionally control structure is tested against changes of the mechanical time constant of load machine. Simulations are verified by experiment realized on laboratory set-up.
  • Keywords
    Adaptive systems; Mathematical model; Neural networks; Shafts; Torque; Velocity control; adaptive interaction; elastic connection; electrical drive; neural networks; speed control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics (ISIE), 2013 IEEE International Symposium on
  • Conference_Location
    Taipei, Taiwan
  • ISSN
    2163-5137
  • Print_ISBN
    978-1-4673-5194-2
  • Type

    conf

  • DOI
    10.1109/ISIE.2013.6563629
  • Filename
    6563629