• DocumentCode
    2542635
  • Title

    A new high performance intelligent speed controller for induction motor based on supervisory loops

  • Author

    Kamalasadan, Sukumar

  • Author_Institution
    Univ. of West Florida, Pensacola, FL
  • fYear
    2008
  • fDate
    20-24 July 2008
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    A novel high performance intelligent controller for precise speed control of Induction Motor (IM) based on supervisory loop principle is proposed. The scheme consists of online growing Radial Basis Neural Network (RBFNN) controllers working in parallel with an implicit model adaptive controller based on system supervision. The proposed intelligent supervisory loop control architecture monitors system movement and compensate for drastic changes in system parameters and model errors. The main advantage of this unique architecture based on vector control is that, it is precise, feasible and more effective especially when the IM is subjected to unknown dynamics. Simulation results are presented in order to show that, under model errors and drastic changes, the tracking errors are reduced while using the proposed hybrid control scheme at various IM operating conditions.
  • Keywords
    adaptive control; induction motors; intelligent control; machine control; neurocontrollers; radial basis function networks; velocity control; adaptive controller; hybrid control; induction motor; intelligent speed controller; intelligent supervisory loop control architecture; radial basis neural network controller; system supervision; Adaptive control; Control system synthesis; Error correction; Induction motors; Intelligent control; Magnetic variables control; Neural networks; Programmable control; Sliding mode control; Velocity control; Implicit Model Adaptive Controller (IMAC); Induction Motor Speed control; Intelligent Controller; Intelligent Supervisory Loops (ISL); Radial Basis Neural Network (RBFNN);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century, 2008 IEEE
  • Conference_Location
    Pittsburgh, PA
  • ISSN
    1932-5517
  • Print_ISBN
    978-1-4244-1905-0
  • Electronic_ISBN
    1932-5517
  • Type

    conf

  • DOI
    10.1109/PES.2008.4596711
  • Filename
    4596711