• DocumentCode
    3263073
  • Title

    A dynamic backpropagation algorithm with application to gain-scheduled aircraft flight control system design

  • Author

    Wang, Jianliang ; Zhang, Weiqiang

  • Author_Institution
    Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
  • fYear
    35765
  • fDate
    8-10 Dec1997
  • Firstpage
    133
  • Lastpage
    137
  • Abstract
    The authors introduce a dynamic backpropagation algorithm for continuous-time dynamic neural fuzzy systems, as a generalization of the standard backpropagation algorithm for feedforward neural network systems. The proposed algorithm is applied to the design and training of a fuzzy-gain-scheduler for an aircraft flight control system. The trained control system is tested on a full-fledged six-degree-of-freedom nonlinear aircraft simulation package. Simulation results show that significant improvement is achieved through training of the fuzzy-gain-scheduler by using the proposed dynamic backpropagation algorithm
  • Keywords
    aerospace expert systems; aerospace simulation; aircraft control; backpropagation; continuous time systems; control system CAD; digital simulation; fuzzy control; fuzzy systems; neurocontrollers; scheduling; continuous-time dynamic neural fuzzy systems; dynamic backpropagation algorithm; full-fledged six-degree-of-freedom nonlinear aircraft simulation package; fuzzy-gain-scheduler design; fuzzy-gain-scheduler training; gain-scheduled aircraft flight control system design; trained control system; Aerospace control; Aircraft; Algorithm design and analysis; Backpropagation algorithms; Control system synthesis; Feedforward neural networks; Fuzzy systems; Neural networks; Nonlinear control systems; Nonlinear dynamical systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Information Systems, 1997. IIS '97. Proceedings
  • Conference_Location
    Grand Bahama Island
  • Print_ISBN
    0-8186-8218-3
  • Type

    conf

  • DOI
    10.1109/IIS.1997.645204
  • Filename
    645204