• DocumentCode
    3141000
  • Title

    A robust dead-reckoning pedestrian tracking system with low cost sensors

  • Author

    Jin, Yunye ; Toh, Hong-Song ; Soh, Wee-Seng ; Wong, Wai-Choong

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore, Singapore
  • fYear
    2011
  • fDate
    21-25 March 2011
  • Firstpage
    222
  • Lastpage
    230
  • Abstract
    The emergence of personal mobile device with low cost sensors, such as accelerometer and digital compass, has made dead-reckoning (DR) an attractive choice for indoor pedestrian tracking. In this paper, we propose a robust DR pedestrian tracking system on top of such commercially accessible sensor sets capable of DR. The proposed method exploits the fact that, multiple DR systems, carried by the same pedestrian, have stable relative displacements with respect to the center of motion, and therefore to each other. We first formulate the robust tracking task as a generalized maximum a posteriori sensor fusion problem, and then we narrow it to a simple computation procedure with certain assumptions. A prototype is implemented and evaluated with a benchmark system that collects ground truth efficiently and accurately. In a practical indoor testbed, the proposed scheme has exhibited robust tracking performance, with reduction in average tracking error up to 73.7%, compared to traditional DR tracking methods.
  • Keywords
    mobile handsets; object tracking; sensor fusion; a posteriori sensor fusion; dead-reckoning; pedestrian tracking system; sensors; Acceleration; Accelerometers; Mobile handsets; Robustness; Sensor systems; Tracking; Robust pedestrian tracking; dead-reckoning; location estimation; maximum a posteriori;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pervasive Computing and Communications (PerCom), 2011 IEEE International Conference on
  • Conference_Location
    Seattle, WA
  • Print_ISBN
    978-1-4244-9530-6
  • Electronic_ISBN
    978-1-4244-9528-3
  • Type

    conf

  • DOI
    10.1109/PERCOM.2011.5767590
  • Filename
    5767590