• DocumentCode
    1957259
  • Title

    Fuzzy advantage learning

  • Author

    Yan, X.W. ; Deng, Z.D. ; Sun, Z.-Q.

  • Author_Institution
    State Key Lab. of Intelligent Technol. & Syst., Tsinghua Univ., Beijing, China
  • Volume
    2
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    865
  • Abstract
    Based on advantage learning and fuzzy inference systems (FISs), fuzzy advantage learning (FAL) is presented. In FAL, a FIS is applied to introduce strong generalization ability and to generate continuous actions for advantage learning. This approach is illustrated and compared to other reinforcement learning methods. The simulation study on inverted pendulum control shows its effectiveness with faster learning speed
  • Keywords
    fuzzy logic; fuzzy systems; generalisation (artificial intelligence); inference mechanisms; learning (artificial intelligence); nonlinear control systems; pendulums; continuous actions; fuzzy advantage learning; fuzzy inference systems; inverted pendulum control; learning speed; reinforcement learning methods; strong generalization ability; Delay effects; Dynamic programming; Fuzzy neural networks; Fuzzy systems; Intelligent systems; Laboratories; Learning systems; Neural networks; State-space methods; Sun;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2000. FUZZ IEEE 2000. The Ninth IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1098-7584
  • Print_ISBN
    0-7803-5877-5
  • Type

    conf

  • DOI
    10.1109/FUZZY.2000.839145
  • Filename
    839145
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=1957259