A Map Matching algorithm based on a particle filter

被引:0
|
作者
El Mokhtari, Karim [1 ]
Reboul, Serge [2 ]
Azmani, Monir [1 ]
Choquel, Jean-Bernard [2 ]
Hamdoune, Salaheddine [1 ]
Amami, Benaissa [1 ]
Benjelloun, Mohammed [2 ]
机构
[1] Abdelmalek Essaadi Univ, Fac Sci & Technol, Lab Informat Syst & Telecommun, Tangier, Morocco
[2] Univ Lille Nord France, Lab Informat Signal & Image Cote Opale, Littoral Cote Opale Univ, F-62228 Calais, France
来源
2014 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS) | 2014年
关键词
Map matching; Particle filter; GPS; circular filter; localization; tracking;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:723 / 727
页数:5
相关论文
共 50 条
  • [1] An Indoor Map Matching Algorithm Based on Improved Particle Filter
    Yu, Baoguo
    Jia, Haonan
    Wang, Xinjian
    Li, Shuang
    2022 IEEE 10TH INTERNATIONAL CONFERENCE ON INFORMATION, COMMUNICATION AND NETWORKS (ICICN 2022), 2022, : 158 - 163
  • [2] A Method of Map Matching based on Particle Filter in Indoor Positioning
    Deng, Zhongliang
    Ruan, Fengli
    Lu, Shunbao
    Zheng, Ruoyu
    Zeng, Hui
    Fang, Yeqing
    Yang, Yi
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON APPLIED SCIENCE AND ENGINEERING INNOVATION, 2015, 12 : 923 - 928
  • [3] Indoor Localization by Particle Map Matching
    El Mokhtari, Karim
    Reboul, Serge
    Choquel, Jean-Bernard
    Amami, Benaissa
    Benjelloun, Mohammed
    2016 4TH IEEE INTERNATIONAL COLLOQUIUM ON INFORMATION SCIENCE AND TECHNOLOGY (CIST), 2016, : 812 - 817
  • [4] Circular particle fusion filter applied to map matching
    El Mokhtari, Karim
    Reboul, Serge
    Choquel, Jean-Bernard
    Stienne, Georges
    Amami, Benaissa
    Benjelloun, Mohammed
    IET INTELLIGENT TRANSPORT SYSTEMS, 2017, 11 (08) : 491 - 500
  • [5] A scan matching simultaneous localization and mapping algorithm based on particle filter
    Xiong, Hui
    Chen, Youping
    Li, Xiaoping
    Chen, Bing
    Zhang, Jun
    INDUSTRIAL ROBOT-THE INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH AND APPLICATION, 2016, 43 (06): : 607 - 616
  • [6] Dual IMU Indoor Navigation with Particle Filter based Map-Matching on a Smartphone
    Ascher, C.
    Kessler, C.
    Wankerl, M.
    Trommer, G. F.
    2010 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION, 2010,
  • [7] Map Matching Algorithm Design Based on GPS Information
    Li Xue
    Wang YaNan
    Wang Min
    Yang Mei
    2014 IEEE WORKSHOP ON ELECTRONICS, COMPUTER AND APPLICATIONS, 2014, : 898 - 901
  • [8] Real-Time Map Matching with a Backtracking Particle Filter Using Geospatial Analysis
    Harder, Dorian
    Shoushtari, Hossein
    Sternberg, Harald
    SENSORS, 2022, 22 (09)
  • [9] Particle filter based attitude matching algorithm for in-flight transfer alignment
    Chattaraj, Suvendu
    Mukherjee, Abhik
    2014 INTERNATIONAL CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (ICECE), 2014, : 788 - 791
  • [10] Indoor Map Aiding/Map Matching Smartphone Navigation Using Auxiliary Particle Filter
    Yu, Chunyang
    Lan, Haiyu
    Liu, Zhenbo
    El-Sheimy, Naser
    Yu, Fei
    CHINA SATELLITE NAVIGATION CONFERENCE (CSNC) 2016 PROCEEDINGS, VOL I, 2016, 388 : 321 - 331