• DocumentCode
    781534
  • Title

    Fuzzy–Neural Sliding-Mode Control for DC–DC Converters Using Asymmetric Gaussian Membership Functions

  • Author

    Cheng, Kuo-Hsiang ; Hsu, Chun-fei ; Lin, Chih-Min ; Lee, Tsu-Tian ; Li, Chunshien

  • Author_Institution
    Dept. of Electr. Eng., Chang Gung Univ.
  • Volume
    54
  • Issue
    3
  • fYear
    2007
  • fDate
    6/1/2007 12:00:00 AM
  • Firstpage
    1528
  • Lastpage
    1536
  • Abstract
    A fuzzy-neural sliding-mode (FNSM) control system is developed to control power electronic converters. The FNSM control system comprises a neural controller and a compensation controller. In the neural controller, an asymmetric fuzzy neural network is utilized to mimic an ideal controller. The compensation controller is designed to compensate for the approximation error between the neural controller and the ideal controller. An online training methodology is developed in the Lyapunov sense; thus, the stability of the control system can be guaranteed. Finally, to investigate the effectiveness of the FNSM control scheme, it is applied to control a pulsewidth-modulation-based forward dc-dc converter. Experimental results show that the proposed FNSM control system is found to achieve favorable regulation performances even under input-voltage and load-resistance variations
  • Keywords
    DC-DC power convertors; Gaussian processes; Lyapunov methods; PWM power convertors; compensation; fuzzy control; learning (artificial intelligence); neurocontrollers; stability; variable structure systems; FNSM control; Lyapunov stability; PWM DC-DC converter; asymmetric Gaussian membership function; compensation controller; error approximation; fuzzy-neural sliding-mode control; online training methodology; Computer peripherals; Control systems; Fuzzy control; Fuzzy neural networks; Power electronics; Proportional control; Pulse width modulation; Sliding mode control; Uncertainty; Voltage; Adaptive control; asymmetric Gaussian membership function; converter; fuzzy neural network; sliding-mode control;
  • fLanguage
    English
  • Journal_Title
    Industrial Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0046
  • Type

    jour

  • DOI
    10.1109/TIE.2007.894717
  • Filename
    4156354