• DocumentCode
    3108317
  • Title

    Using learning samples to construct fuzzy logic systems with the application to inverted pendulum control

  • Author

    Xu, Zhi-hao ; Jin, Dong-Ming ; Li, Zhi-Jian

  • Author_Institution
    Inst. of Microelectron., Tsinghua Univ., Beijing, China
  • Volume
    2
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    1085
  • Abstract
    Fuzzy logic systems (FLS) are nonlinear systems and have a very strong function approximation ability. As to achieve FLS´s function approximation ability, it is very important to find algorithms to synthesis the fuzzy rule parameter value. The table-lookup algorithm is a kind of fuzzy rule design method and its computational cost is quite low. Based on the classic table-lookup algorithm idea, we designed another simpler table-lookup synthesis method, called a simplified table-lookup algorithm, and its computational cost is less than the original one. Then we used this algorithm to design the rule parameters of a standard fuzzy controller, which has four inputs and one output. Finally, we applied this controller to inverted pendulum control applications. The results show that our simplified algorithm can realize a stabilization controller.
  • Keywords
    function approximation; fuzzy control; learning (artificial intelligence); nonlinear control systems; pendulums; robust control; table lookup; computational cost; function approximation; fuzzy control; fuzzy rule; learning algorithm; learning samples; nonlinear systems; stabilization control; table-lookup algorithm; Algorithm design and analysis; Approximation algorithms; Computational efficiency; Control system synthesis; Control systems; Design methodology; Function approximation; Fuzzy control; Fuzzy logic; Nonlinear systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2002. Proceedings. 2002 International Conference on
  • Print_ISBN
    0-7803-7508-4
  • Type

    conf

  • DOI
    10.1109/ICMLC.2002.1174551
  • Filename
    1174551