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
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