• DocumentCode
    2618133
  • Title

    Variance error quantifications that are exact for finite model order

  • Author

    Ninness, Brett ; Hjalmarsson, Hakan

  • Author_Institution
    Sch. of Electr. Eng. & Comput. Sci., Newcastle Univ., NSW, Australia
  • Volume
    6
  • fYear
    2003
  • fDate
    9-12 Dec. 2003
  • Firstpage
    6003
  • Abstract
    This paper is concerned with the frequency domain quantification of noise induced errors in dynamic system estimates. Preceding seminal work on this problem provides general expressions that are approximations whose accuracy increases with observed data length and model order. In the interests of improved accuracy, this paper provides new expressions whose accuracy depends only on data length. They are therefore ´exact´ for arbitrarily small true model order and apply to the general cases of output-error and box-Jenkins model structures.
  • Keywords
    AWGN; error analysis; frequency response; frequency-domain analysis; time-varying systems; Box-Jenkins model; dynamic system estimates; finite model order; frequency domain quantification; noise induced errors; output-error model; variance error quantifications; Computer errors; Computer science; Density measurement; Estimation error; Frequency estimation; Frequency measurement; Genetic expression; Noise measurement; Power measurement; Predictive models;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2003. Proceedings. 42nd IEEE Conference on
  • ISSN
    0191-2216
  • Print_ISBN
    0-7803-7924-1
  • Type

    conf

  • DOI
    10.1109/CDC.2003.1272166
  • Filename
    1272166