DocumentCode
256373
Title
A map matching algorithm based on a particle filter
Author
El Mokhtari, Karim ; Reboul, Serge ; Azmani, Monir ; Choquel, Jean-Bernard ; Hamdoune, Salaheddine ; Amami, Benaissa ; Benjelloun, Mohammed
Author_Institution
Lab. d´Inf., Syst. et Telecommun., Abdelmalek Essaadi Univ., Tangier, Morocco
fYear
2014
fDate
14-16 April 2014
Firstpage
723
Lastpage
727
Abstract
Map matching is the process of finding a match for each GPS point in a vehicle´s trajectory to roads on a digital map. Extensive research has been conducted during the last years yielding many algorithms based on different approaches. One of the challenges that face those algorithms is the interruption of GPS signals that occurs specially in dense urban environments. In these cases on-board sensors like odometers and accelerometers can be used temporarily for positioning, however due to the poor accuracy of these methods, the quality of map matching decreases significantly. In this paper, we propose a method that improves the quality of map matching when GPS signals are not available. This method is based on a particle filter using heading and velocity measurement. We evaluate this method through its integration with an existing topological map matching algorithm. We compare the performances when this algorithm is used alone and when associated with the particle filter.
Keywords
Global Positioning System; accelerometers; distance measurement; particle filtering (numerical methods); road vehicles; velocity measurement; GPS; accelerometers; digital map; heading measurement; map matching algorithm; odometers; on-board sensors; particle filter; vehicle trajectory; velocity measurement; Accuracy; Dead reckoning; Global Positioning System; Roads; Sensors; Trajectory; Vehicles; GPS; Map matching; Particle filter; circular filter; localization; tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia Computing and Systems (ICMCS), 2014 International Conference on
Conference_Location
Marrakech
Print_ISBN
978-1-4799-3823-0
Type
conf
DOI
10.1109/ICMCS.2014.6911291
Filename
6911291
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