• DocumentCode
    567686
  • Title

    Filtering solution to the out-of-sequence measurement problem with colored and correlated noise

  • Author

    Westenberger, Antje ; Muntzinger, Marc ; Dietmayer, Klaus

  • Author_Institution
    Res. & Adv. Eng., Daimler AG, Ulm, Germany
  • fYear
    2012
  • fDate
    9-12 July 2012
  • Firstpage
    1911
  • Lastpage
    1918
  • Abstract
    In multi-sensor fusion, information from different sensors with asynchronous cycle durations and different latencies is fused. This often leads to an out-of-sequence problem, i.e., the original order of the measurements is lost. The optimal filtering solution to these out-of-sequence problems has been derived under the assumption of white and uncorrelated process and measurement noise [2]. However, in realistic scenarios, these assumptions are often not fulfilled. Therefore a new filter for the colored noise problem is derived. In addition, a new filtering solution to the out-of-sequence problem is proposed that can handle colored as well as correlated process and measurement noise.
  • Keywords
    filtering theory; noise; sensor fusion; asynchronous cycle durations; colored noise problem; correlated noise; measurement noise; multisensor fusion; optimal filtering solution; out-of-sequence measurement problem; out-of-sequence problems; Colored noise; Equations; Kalman filters; Noise measurement; Technological innovation; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2012 15th International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4673-0417-7
  • Electronic_ISBN
    978-0-9824438-4-2
  • Type

    conf

  • Filename
    6290534