DocumentCode :
70837
Title :
Complementary Observer for Body Segments Motion Capturing by Inertial and Magnetic Sensors
Author :
Fourati, Hassen ; Manamanni, N. ; Afilal, Lissan ; Handrich, Yves
Author_Institution :
Dept. of Autom. Control, Univ. of Joseph Fourier, Grenoble, France
Volume :
19
Issue :
1
fYear :
2014
fDate :
Feb. 2014
Firstpage :
149
Lastpage :
157
Abstract :
This paper presents a viable quaternion-based complementary observer (CO) that is designed for rigid body attitude estimation. We claim that this approach is an alternative one to overcome the limitations of the extended Kalman filter. The CO processes data from a small inertial/magnetic sensor module containing triaxial angular rate sensors, accelerometers, and magnetometers, without resorting to GPS data. The proposed algorithm incorporates a motion kinematic model and adopts a two-layer filter architecture. In the latter, the Levenberg Marquardt algorithm preprocesses acceleration and local magnetic field measurements, to produce what will be called the system´s output. The system´s output together with the angular rate measurements will become measurement signals for the CO. In this way, the overall CO design is greatly simplified. The efficiency of the CO is experimentally investigated through an industrial robot and a commercial IMU during human segment motion exercises. These results are promising for human motion applications, in particular future ambulatory monitoring.
Keywords :
accelerometers; attitude measurement; magnetic sensors; matrix multiplication; motion estimation; observers; Levenberg Marquardt algorithm; acceleration measurements; accelerometers; ambulatory monitoring; angular rate measurements; commercial IMU; extended Kalman filter; human motion applications; human segment motion exercises; industrial robot; inertial sensor module; local magnetic field measurements; magnetic sensor module; magnetometers; motion kinematic model; quaternion-based complementary observer; rigid body attitude estimation; triaxial angular rate sensors; two-layer filter architecture; Accelerometers; Gyroscopes; Magnetic sensors; Magnetometers; Quaternions; Vectors; Complementary observer (CO); inertial measurement unit (IMU); motion capture; quaternion; wearable MEMS sensors;
fLanguage :
English
Journal_Title :
Mechatronics, IEEE/ASME Transactions on
Publisher :
ieee
ISSN :
1083-4435
Type :
jour
DOI :
10.1109/TMECH.2012.2225151
Filename :
6355691
Link To Document :
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