• DocumentCode
    3500574
  • Title

    Sensitivity analysis for model based fusion of camera systems with navigation data

  • Author

    Wimmershoff, Marc ; Klas, Christoph ; Zlocki, Adrian ; Eckstein, Lutz

  • Author_Institution
    Inst. fur Kraftfahrzeuge (ika), RWTH Aachen Univ., Aachen, Germany
  • fYear
    2013
  • fDate
    23-26 June 2013
  • Firstpage
    69
  • Lastpage
    75
  • Abstract
    Current advanced driver assistance systems (ADAS) for lateral support are based on optical sensors for environmental detection. Due to different influences e.g. bad sight conditions or missing lane markings, theses systems might not be able determine the necessary information. In order to improve the availability and reliability of camera based ADAS systems in these situations, the potential of a fusion with navigation information is analyzed at the Institut für Kraftfahrzeuge (ika) RWTH Aachen University. Therefore, a fusion model is developed, which continuously fuses data between a camera system with vehicle inertial data and navigation information. In order to gain optimal results out of the fusion model, different sources of potential errors, which have a negative influence on precision, are identified and analyzed within a sensitivity analysis.
  • Keywords
    cameras; driver information systems; sensitivity; sensor fusion; ADAS; advanced driver assistance systems; camera availability; camera reliability; camera systems; environmental detection; fusion potential; model based fusion; navigation data; navigation information; optical sensors; sensitivity analysis; Analytical models; Cameras; Data models; Mathematical model; Roads; Sensitivity analysis; Vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Vehicles Symposium (IV), 2013 IEEE
  • Conference_Location
    Gold Coast, QLD
  • ISSN
    1931-0587
  • Print_ISBN
    978-1-4673-2754-1
  • Type

    conf

  • DOI
    10.1109/IVS.2013.6629449
  • Filename
    6629449