• DocumentCode
    1539139
  • Title

    A simple smoother: closed-form solution and analytical results

  • Author

    Mieth, H.-J.

  • Author_Institution
    Forschungsinst. fuer Funk & Math., Wachtberg-Werthhoven, West Germany
  • Volume
    27
  • Issue
    2
  • fYear
    1991
  • fDate
    3/1/1991 12:00:00 AM
  • Firstpage
    208
  • Lastpage
    213
  • Abstract
    A closed-form solid-state solution for a simple one-dimensional smoother is presented. The target position-velocity dynamics are modeled as a linear discrete Gauss-Markov process: the discrete position measurements are assumed to be independent and identically normally distributed. Analytical results derived from estimating optimum steady-state position and velocity are given as well as the improvement provided by smoothing relative to pure filtering estimates. Analytical results, including appropriate limiting cases, show that the ratios of the RMS smoothing to the RMS filtering error are from 1/2 to 1 in position and from 1/2 to 1/√2 in velocity. As a numerical example a highly maneuvering target characterized by an acceleration width of 30 m/s2 is considered
  • Keywords
    Markov processes; filtering and prediction theory; position measurement; signal processing; RMS filtering; RMS smoothing; closed-form solid-state solution; discrete position measurements; filtering estimates; linear discrete Gauss-Markov process; maneuvering target; one-dimensional smoother; optimum steady-state position; steady state analysis; target position-velocity dynamics; Acceleration; Aircraft; Analysis of variance; Closed-form solution; Filtering; Gaussian distribution; Gaussian processes; Smoothing methods; State estimation; Steady-state;
  • fLanguage
    English
  • Journal_Title
    Aerospace and Electronic Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9251
  • Type

    jour

  • DOI
    10.1109/7.78294
  • Filename
    78294