• DocumentCode
    2749168
  • Title

    Reinforcement learning and tuning for neural network based fuzzy logic controller

  • Author

    Wu, Gengfeng ; Sun, Hongjin ; Dong, Jianquan ; Cao, Min ; Wang, Tao

  • Author_Institution
    Sch. of Comput. Eng. & Sci., Shanghai Univ., China
  • Volume
    3
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    1695
  • Abstract
    Proposes a reinforcement neural network based fuzzy logic controller (RNNFLC) for solving reinforcement learning and tuning problems. A simplified and effective reinforcement based learning algorithm is proposed to generate fuzzy rules automatically. A reinforcement-tuning algorithm is introduced to tune the membership function. The RNNFLC is applied to a cart-pole balancing system and shows significant improvements
  • Keywords
    fuzzy control; learning (artificial intelligence); neurocontrollers; position control; tuning; cart-pole balancing system; fuzzy rules; membership function; reinforcement learning; reinforcement neural network based fuzzy logic controller; Computer networks; Electronic mail; Fuzzy control; Fuzzy logic; Fuzzy neural networks; Learning; Neural networks; Signal generators; Sun; Training data;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Proceedings, 2000. WCCC-ICSP 2000. 5th International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    0-7803-5747-7
  • Type

    conf

  • DOI
    10.1109/ICOSP.2000.893427
  • Filename
    893427