Complementary Observer for Body Segments Motion Capturing by Inertial and Magnetic Sensors - Archive ouverte HAL
Journal Articles IEEE/ASME Transactions on Mechatronics Year : 2014

Complementary Observer for Body Segments Motion Capturing by Inertial and Magnetic Sensors

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 IMUduring human segment motion exercises. These results are promising for human motion applications, in particular future ambulatory monitoring.
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Dates and versions

hal-00690145 , version 1 (23-04-2012)
hal-00690145 , version 2 (01-02-2013)

Identifiers

Cite

Hassen Fourati, Noureddine Manamanni, Lissan Afilal, Yves Handrich. Complementary Observer for Body Segments Motion Capturing by Inertial and Magnetic Sensors. IEEE/ASME Transactions on Mechatronics, 2014, 19 (1), pp.149-157. ⟨10.1109/TMECH.2012.2225151⟩. ⟨hal-00690145v2⟩
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