• DocumentCode
    2951636
  • Title

    Modeling nonlinear systems by using nonlinear autoregressive moving average models

  • Author

    Seidel, Detlev ; Davies, Patricia

  • Author_Institution
    Sch. of Mech. Eng., Purdue Univ., West Lafayette, IN, USA
  • fYear
    1990
  • fDate
    3-6 Apr 1990
  • Firstpage
    2559
  • Abstract
    The behavior of two coupled nonlinear oscillators is described by a set of coupled nonlinear differential equations. A mapping technique is applied to these equations to generate nonlinear autoregressive moving average (NARMAX) models that relate the sampled input to the sampled response of the nonlinear coupled systems. In contrast to linear multi-degree-of-freedom systems (MDOF) where the system parameters can be obtained from a single higher order ARMA model, the nonlinear MDOF system requires the evaluation of more than one model in order to obtain the desired information about the physical structure of the system. Furthermore, it is seen that nonlinear effects can cause problems when natural frequencies are very close
  • Keywords
    modelling; nonlinear systems; oscillators; parameter estimation; ARMA; NARMAX; autoregressive moving average models; coupled nonlinear oscillators; mapping technique; modelling; nonlinear differential equations; nonlinear systems; Autoregressive processes; Couplings; Damping; Differential equations; Frequency; History; Nonlinear equations; Nonlinear systems; Oscillators; Parameter estimation; Shock absorbers; Springs;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1990. ICASSP-90., 1990 International Conference on
  • Conference_Location
    Albuquerque, NM
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.1990.116129
  • Filename
    116129