• DocumentCode
    1242675
  • Title

    Minimum-Order Kalman Filter With Vector Selector for Accurate Estimation of Human Body Orientation

  • Author

    Lee, Jung Keun ; Park, Edward J.

  • Author_Institution
    Sch. of Eng. Sci., Simon Fraser Univ., Surrey, BC, Canada
  • Volume
    25
  • Issue
    5
  • fYear
    2009
  • Firstpage
    1196
  • Lastpage
    1201
  • Abstract
    This paper describes a new quaternion-based Kalman filter (KF) for estimating human body orientation using an inertial/magnetic sensor. The proposed algorithm is comprised of a quaternion measurement step and a KF step that are connected in feedback relationship. This allows the algorithm to have a minimum-order structure (i.e., fourth order) that is computationally very efficient. Furthermore, to offer more reliable information to the quaternion measurement step, a vector selector scheme is adopted, which effectively adds the gyro measurement to the so-called Wahba´s problem that conventionally uses only the accelerometer and magnetometer measurements. This protects the algorithm against undesirable conditions such as fast movements and temporary magnetic disturbances, enabling it to compute an accurate orientation estimate. Due to the computational efficiency of the algorithm, it is suitable for real-time ambulatory human motion tracking applications that require multiple and untethered inertial/magnetic sensors with low-cost onboard processing.
  • Keywords
    Kalman filters; gyroscopes; magnetic sensors; magnetometers; motion estimation; tracking; Wahba´s problem; accelerometer; feedback relationship; gyro measurement; human body orientation estimation; inertial sensor; magnetic sensor; magnetometer measurements; minimum-order Kalman filter; quaternion measurement step; quaternion-based Kalman filter; real-time ambulatory human motion tracking; vector selector scheme; Human motion tracking; Kalman filter (KF); Wahba’s problem; inertial sensing; quaternion; vector selector;
  • fLanguage
    English
  • Journal_Title
    Robotics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1552-3098
  • Type

    jour

  • DOI
    10.1109/TRO.2009.2017146
  • Filename
    4815459