• DocumentCode
    3481551
  • Title

    Identification Algorithms of Flexible Structure Using Neural Networks

  • Author

    Ismail, R. ; Ismail, A.Y. ; Darus, I. Z Mat

  • Author_Institution
    Fac. of Mech. Eng., Kolej Univ. Teknikal Kebangsaan Malaysia, Melaka
  • fYear
    2006
  • fDate
    27-28 June 2006
  • Firstpage
    162
  • Lastpage
    168
  • Abstract
    This paper present an investigation into the development of identification system approaches for dynamic modelling characterization of a two dimensional flexible plate structures. The least square and recursive least square are used to obtain linear parametric model of the system. Furthermore, non-parametric models of the system are developed using multi-layer perceptron neural networks (MLP-NN) and Elman neural networks (ENN). A simulation algorithm of the plate is developed through a discretisation of the governing partial differential equation formulation of the plate dynamics using finite difference methods. The finite duration step input is applied to simulation algorithm of the plate. Finally a comparative performance of the approaches used is presented and discussed.
  • Keywords
    digital simulation; finite difference methods; flexible structures; least squares approximations; multilayer perceptrons; partial differential equations; plates (structures); recursive estimation; structural engineering computing; Elman neural network; dynamic modelling; finite difference method; identification system; linear parametric model; multilayer perceptron neural network; nonparametric model; partial differential equation; recursive least square method; simulation algorithm; two dimensional flexible plate structure; Aerodynamics; Differential equations; Finite difference methods; Flexible structures; Mathematical model; Mechanical engineering; Neural networks; Research and development; System identification; Vibrations;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Research and Development, 2006. SCOReD 2006. 4th Student Conference on
  • Conference_Location
    Selangor
  • Print_ISBN
    978-1-4244-0526-8
  • Electronic_ISBN
    978-1-4244-0527-5
  • Type

    conf

  • DOI
    10.1109/SCORED.2006.4339331
  • Filename
    4339331