• DocumentCode
    761724
  • Title

    A Fast Quaternion-Based Orientation Optimizer via Virtual Rotation for Human Motion Tracking

  • Author

    Lee, Jung Keun ; Park, Edward J.

  • Author_Institution
    Sch. of Eng. Sci., Simon Fraser Univ., Surrey, BC
  • Volume
    56
  • Issue
    5
  • fYear
    2009
  • fDate
    5/1/2009 12:00:00 AM
  • Firstpage
    1574
  • Lastpage
    1582
  • Abstract
    For real-time ambulatory human motion tracking with low-cost inertial/magnetic sensors, a computationally efficient and robust algorithm for estimating orientation is critical. This paper presents a quaternion-based orientation optimizer for tracking human body motion, using triaxis rate gyro, accelerometer, and magnetometer signals. The proposed optimizer uses a Gauss-Newton (G-N) method for finding the best-fit quaternion. In order to decrease the computing time, the optimizer is formulated using a virtual rotation concept that allows very fast quaternion updates compared to the conventional G-N method. In addition, to guard against the effects of fast body motions and temporary ferromagnetic disturbances, a situational measurement vector selection procedure is adopted in conjunction with the G-N optimizer. The accuracy of orientation estimates is validated experimentally, using arm motion trials.
  • Keywords
    Newton method; biology computing; biomechanics; biosensors; optimisation; Gauss-Newton method; accelerometer signals; arm motion; ferromagnetic disturbances; human motion tracking; inertial sensors; magnetic sensors; magnetometer signals; quaternion-based orientation optimizer; virtual rotation; Accelerometers; Humans; Magnetic sensors; Magnetometers; Motion estimation; Newton method; Optimization methods; Quaternions; Robustness; Tracking; Gauss–Newton (G-N) optimizer; human motion tracking; inertial/magnetic sensing; quaternion; vector selector; virtual rotation; Algorithms; Arm; Biomechanics; Electromagnetic Fields; Humans; Models, Statistical; Movement; Reproducibility of Results; Walking;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2008.2001285
  • Filename
    4548141