• DocumentCode
    549155
  • Title

    GRP1. A recursive fusion operator for the transferable belief model

  • Author

    Powell, Gavin ; Roberts, Matthew

  • Author_Institution
    Innovation Works, EADS UK, Newport, UK
  • fYear
    2011
  • fDate
    5-8 July 2011
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    Generally, there are problems with any form of recursive fusion based on belief functions. An open world is often required but the empty set can become greedy where, over time, all of the mass will become assigned to it where conjunctive combination is used. With disjunctive combination, all of the mass will move toward the ignorant set over time. In real world applications often the problem will require an open world but due to these limitations it is forced into a closed world solution. GRP1 works iteratively in an open world in a temporally conscious fashion, allowing more recent measurements to have more of an impact. This approach makes it ideal for fusing and classifying streaming data.
  • Keywords
    sensor fusion; GRP1; belief functions; conjunctive combination; disjunctive combination; recursive fusion operator; streaming data; transferable belief model; Convergence; Data models; Equations; Fuses; Mathematical model; Sensors; Time measurement; fusion; iterative; recursive; transferable belief model;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on
  • Conference_Location
    Chicago, IL
  • Print_ISBN
    978-1-4577-0267-9
  • Type

    conf

  • Filename
    5977593