• 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