• DocumentCode
    3051495
  • Title

    Analysis of Kalman filter based approaches for fusing Out-of-Sequence measurements corrupted by systematic errors

  • Author

    Koplin, Moritz ; Elmenreich, Wilfried

  • Author_Institution
    182 Inst. fuer Tech. Inf., Tech. Univ. of Vienna, Vienna
  • fYear
    2008
  • fDate
    20-22 Aug. 2008
  • Firstpage
    175
  • Lastpage
    180
  • Abstract
    This paper relates to systems for target tracking by fusing measurements from heterogeneous sensors. The measurements are corrupted by systematic errors such as offsets in the value domain and the fusion being complicated due to an out-of-sequence measurements problem. We present an example where the offsets of measurements from two sensors are equally large and have opposite algebraic signs. We show that the timely concentrated fusion of measurements according to a simple buffering approach is better suited for diminishing the unwanted effects of systematic errors than the scattered fusion which results from immediately fusing out-of-sequence measurements by sophisticated out-of-sequence measurement fusing algorithms.
  • Keywords
    Kalman filters; algebra; sensor fusion; target tracking; Kalman filter based approaches; out-of-sequence measurements; systematic errors; target tracking; Filtering; Intelligent sensors; Kalman filters; Laser radar; Optical reflection; Rough surfaces; Sensor fusion; Sensor systems; Surface roughness; Target tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multisensor Fusion and Integration for Intelligent Systems, 2008. MFI 2008. IEEE International Conference on
  • Conference_Location
    Seoul
  • Print_ISBN
    978-1-4244-2143-5
  • Electronic_ISBN
    978-1-4244-2144-2
  • Type

    conf

  • DOI
    10.1109/MFI.2008.4648061
  • Filename
    4648061