• DocumentCode
    1750990
  • Title

    Adaptive neuro-fuzzy control of systems with time delay

  • Author

    Ho, H.F. ; Wong, Y.K. ; Rad, A.B.

  • Author_Institution
    Dept. of Electr. Eng., Hong Kong Polytech. Univ., China
  • Volume
    2
  • fYear
    2001
  • fDate
    25-28 July 2001
  • Firstpage
    1044
  • Abstract
    The authors present an adaptive fuzzy logic controller, which learns about the dynamic of the system under control from an online neural network (NN) identification algorithm. The identification is based on the estimation of parameters of a First-Order-Plus-Dead-Time (FOPDT) model. The outputs of the NN are three parameters: gain, apparent time delay and the dominant time constant. By combining this algorithm with a fuzzy logic controller with rotating rule-table, an adaptive controller is obtained which, with very little a priori knowledge, can compensate systems with time delay. The simplicity and feasibility of the scheme for time delay control provides a new approach for a variety of control applications. Simulation results are included to demonstrate the adaptive property of the proposed scheme
  • Keywords
    adaptive control; delays; fuzzy control; fuzzy neural nets; neurocontrollers; parameter estimation; FOPDT; First-Order-Plus-Dead-Time model; adaptive controller; adaptive fuzzy logic controller; adaptive neuro-fuzzy control; adaptive property; apparent time delay; control applications; dominant time constant; fuzzy logic controller; gain; online neural network identification algorithm; parameter estimation; rotating rule-table; time delay; time delay control; Adaptive control; Control systems; Delay effects; Delay estimation; Fuzzy logic; Neural networks; Parameter estimation; Predictive models; Programmable control; Transfer functions;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    IFSA World Congress and 20th NAFIPS International Conference, 2001. Joint 9th
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    0-7803-7078-3
  • Type

    conf

  • DOI
    10.1109/NAFIPS.2001.944749
  • Filename
    944749