• DocumentCode
    2635349
  • Title

    Chebyschev functional link artificial neural networks for nonlinear dynamic system identification

  • Author

    Patra, Jagdish C. ; Kot, Alex C. ; Chen, Yan Qiu

  • Author_Institution
    Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
  • Volume
    4
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    2655
  • Abstract
    An alternative novel artificial neural network (ANN) for the purpose of dynamic nonlinear system identification is proposed. The main drawback of feedforward neural networks such as a multi-layer perceptron (MLP) trained with backpropagation (BP) algorithm is that it requires a large amount of computation and the rate of error convergence is slow. The proposed Chebyschev functional link ANN (C-FLANN) is found to have much less computational requirement and its performance is found to be superior to that of a MLP for the complex task of nonlinear dynamic system identification, even in the case of additive input noise to the system
  • Keywords
    Chebyshev approximation; identification; learning (artificial intelligence); neural nets; nonlinear dynamical systems; C-FLANN; Chebyschev functional link ANN; Chebyschev functional link artificial neural networks; MLP; additive input noise; artificial neural network; backpropagation; complex task; computational requirement; dynamic nonlinear system identification; error convergence rate; feedforward neural networks; multi-layer perceptron; nonlinear dynamic system identification; Additive noise; Artificial neural networks; Backpropagation algorithms; Computer networks; Feedforward neural networks; Multi-layer neural network; Multilayer perceptrons; Neural networks; Nonlinear dynamical systems; Nonlinear systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 2000 IEEE International Conference on
  • Conference_Location
    Nashville, TN
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-6583-6
  • Type

    conf

  • DOI
    10.1109/ICSMC.2000.884395
  • Filename
    884395