• DocumentCode
    497659
  • Title

    System prediction combining state estimation with an evidential influence diagram

  • Author

    Schubert, Johan ; Svenson, Pontus ; Mårtenson, Christian

  • Author_Institution
    Div. of Inf. Syst., Swedish Defence Res. Agency, Stockholm, Sweden
  • fYear
    2009
  • fDate
    6-9 July 2009
  • Firstpage
    428
  • Lastpage
    435
  • Abstract
    In this paper we develop a system state estimation model for combining partial information regarding the state of a system of interest. In addition we develop an evidential influence diagram representing our a priori knowledge of system relations. Both system state estimation and a priori knowledge are represented by belief functions. A predicted future system state is obtained by combining the fused estimated system state with the fused a priori knowledge. The predicted system state can be marginalized to give specific state predictions of all variables of interest of the system state estimation model. Finally, we may compare predicted system states with later actual states to highlight any deviations from expected developments.
  • Keywords
    inference mechanisms; state estimation; a priori knowledge; belief functions; evidential influence diagram; system prediction; system state estimation model; Information systems; Predictive models; State estimation; Dempster-Shafer theory; System state prediction; belief function; effects-based approach to operations; influence diagram; knowledge support; situation assessment; system state estimation; threat assessment;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion, 2009. FUSION '09. 12th International Conference on
  • Conference_Location
    Seattle, WA
  • Print_ISBN
    978-0-9824-4380-4
  • Type

    conf

  • Filename
    5203753