• DocumentCode
    2011289
  • Title

    Conflict management in multi-sensor dempster-shafer fusion for speed limit determination

  • Author

    Daniel, Jérémie ; Lauffenburger, Jean-Philippe

  • Author_Institution
    Modelisation Intell. Processus Syst. (MIPS) Lab., Mulhouse, France
  • fYear
    2011
  • fDate
    5-9 June 2011
  • Firstpage
    987
  • Lastpage
    992
  • Abstract
    This paper deals with a Speed Limit Determination Advanced Driver Assistance System (ADAS) performing the combination of a navigation system and a Speed Limit Sign Recognition System (SLSR). The present strategy is based on a multi-level data fusion using the Evidence theory. In a first step, the sensor reliabilities are estimated using indicators provided by the sources. Simultaneously, a multi-criterion fusion is processed on attributes extracted from the navigation system to detect its potential erroneous data and define the best navigation limit speed candidate. The second fusion level - the multi-sensor fusion - considers the navigation and the camera-based SLSR to be independent and specialized. In addition, the conflict is interpreted as an additional source of information for the final speed limit definition. The benefits of the proposed solution are shown through simulations and real experiments.
  • Keywords
    driver information systems; image sensors; object recognition; reliability; sensor fusion; uncertainty handling; advanced driver assistance system; camera based SLSR; conflict management; evidence theory; multilevel data fusion; multisensor Dempster-Shafer fusion; navigation system; sensor reliabilities; speed limit determination; speed limit sign recognition system; Context; Databases; Driver circuits; Estimation; Geographic Information Systems; Manganese; Navigation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Vehicles Symposium (IV), 2011 IEEE
  • Conference_Location
    Baden-Baden
  • ISSN
    1931-0587
  • Print_ISBN
    978-1-4577-0890-9
  • Type

    conf

  • DOI
    10.1109/IVS.2011.5940398
  • Filename
    5940398