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A new method for state estimation of dynamic system based on Dempster Shafer theory

  • Ghalia Nassreddine
  • , Fahed Abdallah
  • , Thierry Denoeux

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collectionConference contributionRevue par des pairs

Résumé

The goal of state estimation method is to compute an accurate estimation of the state of the system based on the measurement given by different sensors and a mathematical representation of the system. In this paper a new state estimation method based on Dampster-Shafer theory and interval analysis is presented. This method uses belief structures composed of a finite number of axis-aligned boxes with associated masses. Such belief structures can model partial information on model and measurement uncertainties, more accurately than the bounded error approach alone. Focal sets are propagated in the system equations using tools from interval arithmetics and constraint satisfaction techniques, thus generalizing pure interval analysis. The results of applying the proposed method on a vehicle localization problem show the usefulness of the proposed method.

langue originaleAnglais
titre2009 International Conference on Advances in Computational Tools for Engineering Applications, ACTEA 2009
Pages101-106
Nombre de pages6
Les DOIs
étatPublié - 2009
Modification externeOui
Evénement2009 International Conference on Advances in Computational Tools for Engineering Applications, ACTEA 2009 - Beirut, Liban
Durée: 15 juil. 200917 juil. 2009

Série de publications

Nom2009 International Conference on Advances in Computational Tools for Engineering Applications, ACTEA 2009

Une conférence

Une conférence2009 International Conference on Advances in Computational Tools for Engineering Applications, ACTEA 2009
Pays/TerritoireLiban
La villeBeirut
période15/07/0917/07/09

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