• DocumentCode
    3428068
  • Title

    An adaptive fast quaternion-based human motion tracking algorithm with Inertial/Magnetic technology

  • Author

    Mi, Peng ; Du, Qingxiu ; Ye, Longmao ; Zou, Wei

  • Author_Institution
    Inst. of Autom., Chinese Acad. of Sci., Beijing, China
  • fYear
    2010
  • fDate
    24-28 Oct. 2010
  • Firstpage
    1252
  • Lastpage
    1258
  • Abstract
    Real-Time human motion tracking with Inertial/Magnetic sensors is a key technology in human-computer interaction applications. A computationally efficient and robust algorithm for estimating orientation is critical. This paper gives a quaternion-based orientation tracking algorithm for human motion tracking with a triaxial angular rate sensor, a triaxial accelerometer, and a triaxial magnetometer. The algorithm utilizes the Gauss-Newton method for parameter optimization in conjunction with our adaptive filter. Based on the use of the Gauss-Newton method, particularly the reduced-order implementation, this paper presents a method to avoid computing matrix inverse compared to the conventional G-N method to decrease the computing time. In addition, considering the effects of ferromagnetic magnetic disturbances and body motions acceleration, the paper proposes an adaptive filter to accommodate the disturbance situation. Real-time implementation and testing results of the quaternion-based algorithm are presented. Experimental results validate the algorithm and show the robustness and efficiency for human motion tracking.
  • Keywords
    Gaussian processes; Newton method; accelerometers; adaptive filters; human computer interaction; image motion analysis; magnetic sensors; magnetometers; object tracking; optimisation; parameter estimation; G-N method; Gauss-Newton method; adaptive fast quaternion-based human motion tracking algorithm; adaptive filter; human-computer interaction; inertial sensor; magnetic sensor; matrix inversion; orientation estimation; parameter optimization; real-time human motion tracking; triaxial accelerometer; triaxial angular rate sensor; triaxial magnetometer; Gauss-Neton; adaptive filter; human motion tracking; inertia and magnetic sensor; orientation; quaternion;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing (ICSP), 2010 IEEE 10th International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-5897-4
  • Type

    conf

  • DOI
    10.1109/ICOSP.2010.5657168
  • Filename
    5657168