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
Link To Document :
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