Fault tolerant fusion using α-Rényi ...
Type de document :
Autre communication scientifique (congrès sans actes - poster - séminaire...): Communication dans un congrès avec actes
Titre :
Fault tolerant fusion using α-Rényi divergence for autonomous vehicle localization
Auteur(s) :
Makkawi, Khoder [Auteur]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Ait-Tmazirte, Nourdine [Auteur]
El, Maan [Auteur]
El Najjar, Badaoui [Auteur]
Moubayed, Nazih [Auteur]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Ait-Tmazirte, Nourdine [Auteur]
El, Maan [Auteur]
El Najjar, Badaoui [Auteur]
Moubayed, Nazih [Auteur]
Titre de la manifestation scientifique :
Advanced Control and Diagnosis - 15th ACD 2019
Ville :
Bologna
Pays :
Italie
Date de début de la manifestation scientifique :
2019-11-21
Mot(s)-clé(s) en anglais :
Localization
multi-sensors fusion
α-Rényi Divergence
Information metrics
Fault Detection and Exclusion
GNSS
multi-sensors fusion
α-Rényi Divergence
Information metrics
Fault Detection and Exclusion
GNSS
Discipline(s) HAL :
Informatique [cs]/Théorie de l'information [cs.IT]
Informatique [cs]/Robotique [cs.RO]
Sciences de l'ingénieur [physics]/Automatique / Robotique
Informatique [cs]/Robotique [cs.RO]
Sciences de l'ingénieur [physics]/Automatique / Robotique
Résumé en anglais : [en]
The use of satellites localization system (GNSS: Global Navigation Satellites System) has become essential in an outdoor environment. However, suffering from several degradations such as satellites masking, NLOS/multipath ...
Lire la suite >The use of satellites localization system (GNSS: Global Navigation Satellites System) has become essential in an outdoor environment. However, suffering from several degradations such as satellites masking, NLOS/multipath or interferences, GNSS alone is not able to ensure the availability, continuity and integrity of a safety-critical localization function. Therefore, a multi-sensor fusion step of satellites measurements with proprioceptive data is necessary. Adding also, the erroneous measurements should be detected and excluded from the fusion procedure in order to ensure the high level of position estimation integrity. In this work, a tightly coupled architecture (GNSS/Odometer) method is presented by applying a Nonlinear Information Filter (NIF) integrating a Fault Detection and Exclusion (FDE) stage based on -Rényi Divergence (-RD). An appropriate fixed threshold is used based on a Receiver operating characteristic (ROC) study. Field obtained GNSS and Odometer data are used in experimental studies to show the performance of our proposed algorithm.Lire moins >
Lire la suite >The use of satellites localization system (GNSS: Global Navigation Satellites System) has become essential in an outdoor environment. However, suffering from several degradations such as satellites masking, NLOS/multipath or interferences, GNSS alone is not able to ensure the availability, continuity and integrity of a safety-critical localization function. Therefore, a multi-sensor fusion step of satellites measurements with proprioceptive data is necessary. Adding also, the erroneous measurements should be detected and excluded from the fusion procedure in order to ensure the high level of position estimation integrity. In this work, a tightly coupled architecture (GNSS/Odometer) method is presented by applying a Nonlinear Information Filter (NIF) integrating a Fault Detection and Exclusion (FDE) stage based on -Rényi Divergence (-RD). An appropriate fixed threshold is used based on a Receiver operating characteristic (ROC) study. Field obtained GNSS and Odometer data are used in experimental studies to show the performance of our proposed algorithm.Lire moins >
Langue :
Anglais
Comité de lecture :
Oui
Audience :
Internationale
Vulgarisation :
Non
Collections :
Source :