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
Link To Document :
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