DocumentCode :
43762
Title :
Real-time Estimate of Body Kinematics During a Planar Squat Task Using a Single Inertial Measurement Unit
Author :
Bonnet, V. ; Mazza, C. ; Fraisse, P. ; Cappozzo, A.
Author_Institution :
Dept. of Human Movement & Sports Sci., Univ. of Rome “Foro Italico, Rome, Italy
Volume :
60
Issue :
7
fYear :
2013
fDate :
Jul-13
Firstpage :
1920
Lastpage :
1926
Abstract :
This study aimed at the real-time estimation of the lower-limb joint and torso kinematics during a squat exercise, performed in the sagittal plane, using a single inertial measurement unit placed on the lower back. The human body was modeled with a 3-DOF planar chain. The planar IMU orientation and vertical displacement were estimated using one angular velocity and two acceleration components and a weighted Fourier linear combiner. The ankle, knee, and hip joint angles were thereafter obtained through a novel inverse kinematic module based on the use of a Jacobian pseudoinverse matrix and null-space decoupling. The aforementioned algorithms were validated on a humanoid robot for which the mechanical model used and the measured joint angles virtually exhibited no inaccuracies. Joint angles were estimated with a maximal error of 1.5°. The performance of the proposed analytical and experimental methodology was also assessed by conducting an experiment on human volunteers and by comparing the relevant results with those obtained through the more conventional photogrammetric approach. The joint angles provided by the two methods displayed differences equal to 3 ± 1°. These results, associated with the real-time capability of the method, open the door to future field applications in both rehabilitation and sport.
Keywords :
Jacobian matrices; biomechanics; biomedical measurement; humanoid robots; kinematics; 3-DOF planar chain; Jacobian pseudoinverse matrix; acceleration components; angular velocity components; ankle angles; hip joint angles; human body kinematic model; humanoid robot; inertial measurement unit; inverse kinematic module; knee angles; lower-limb joint kinematics; mechanical model; null-space decoupling; planar IMU orientation estimation; real-time estimation; sport; squat exercise; torso kinematics; vertical displacement estimation; weighted Fourier linear combiner; Biological system modeling; Biomechanics; Humans; Joints; Kinematics; Robots; Sensors; Inertial measurement unit; inverse kinematics; movement analysis; squat exercise; weighted Fourier linear combiner; Acceleration; Accelerometry; Actigraphy; Adult; Algorithms; Biomechanical Phenomena; Computer Simulation; Computer Systems; Female; Humans; Joints; Leg; Male; Models, Biological; Movement; Range of Motion, Articular; Reproducibility of Results; Sensitivity and Specificity; Task Performance and Analysis; Torso;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2013.2245131
Filename :
6450063
Link To Document :
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