DocumentCode :
549024
Title :
A multi-sensor circular particle filter applied to the fusion of the GPS-L2C channels
Author :
Stienne, Georges ; Reboul, Serge ; Azmani, Monir ; Choquel, Jean-Bernard ; Benjelloun, Mohammed
Author_Institution :
Lab. d´´Inf. Signaux et Images de la Cote d´´Opale, Univ. du Littoral Cote d´´Opale, Lille, France
fYear :
2011
fDate :
5-8 July 2011
Firstpage :
1
Lastpage :
8
Abstract :
Angular data are involved in many applications. This paper investigates more precisely the phase GNSS signal processing, particularly when measurement fusion on several channels is possible. The classical approaches use local linearizations to filter and fuse measurements with optimal methods defined in the linear domain. These approaches do not fit when the angle reaches the bounds of its periodicity definition interval. Moreover, an ambiguity on the angle to estimate can appear in case of noisy measurements. This paper proposes tools defined in the circular domain in terms of Bayesian inference to solve these problems and improve the processing of angular data. The proposed tools are assessed on synthetic and real data in an original Phase Open Loop tracking architecture.
Keywords :
Bayes methods; Global Positioning System; particle filtering (numerical methods); sensor fusion; Bayesian inference; GPS-L2C channels; angular data; circular domain; linear domain; local linearizations; measurement fusion; multisensor circular particle filter; optimal methods; periodicity definition interval; phase GNSS signal processing; phase open loop tracking; Atmospheric measurements; Delay; Equations; Mathematical model; Noise; Particle measurements; Phase measurement; Bayesian inference; Circular data; Fusion; Nonlinear filtering; Particle filtering; Phase Open Loop; Tracking;
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 :
5977459
Link To Document :
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