• DocumentCode
    434892
  • Title

    Rate distortion in the modal estimation of switching FIR linear systems

  • Author

    Martins, Nuno C. ; Dahleh, Munther A.

  • Volume
    4
  • fYear
    2004
  • fDate
    14-17 Dec. 2004
  • Firstpage
    3575
  • Abstract
    This paper is about the mode estimation of randomly switching linear systems. We follow up on previous results, where we posed the problem in a way which is well fitted for a worst-case analysis. The aforementioned investigation relies on a divergence measure and several other quantities, such as the entropy rate of the mode switching as well as the power ratio between the system´s excitation and the measurement noise. In this article we ascribe a natural interpretation to such divergence measure, while establishing a connection to rate-distortion theory. We also explore why and in what form estimation fidelity is affected by the entropy rate of the mode switching. Additionally, this analysis suggests that such entropy rate must be regarded as a fundamental quantity in the determination of the estimation fidelity.
  • Keywords
    entropy; linear systems; modal analysis; rate distortion theory; time-varying systems; estimation fidelity; modal estimation; mode switching; power ratio; randomly switching linear systems; rate distortion; rate-distortion theory; switching FIR linear systems; Communication switching; Decoding; Entropy; Finite impulse response filter; Linear systems; Noise measurement; Power measurement; Rate-distortion; State estimation; Switches;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2004. CDC. 43rd IEEE Conference on
  • ISSN
    0191-2216
  • Print_ISBN
    0-7803-8682-5
  • Type

    conf

  • DOI
    10.1109/CDC.2004.1429267
  • Filename
    1429267