Title :
A study on estimation of planar gait kinematics using minimal inertial measurement units and inverse kinematics
Author :
Xinyao Hu ; Gim Song Soh
Author_Institution :
Eng. Product Dev., Singapore Univ. of Technol. & Design, Singapore, Singapore
Abstract :
This paper describes a preliminary study of using four inertial measurement units (IMUs) attached to the heel and pelvis to estimate the joint angles of normal subjects during walking. The IMU, consisting of a 3-D accelerometer and gyroscope, is used to estimate the planar displacement of the heel and pelvis and the angular change of heel in one gait cycle. We then model the gait as a planar 3R serial chain and solve its inverse kinematics by using such information. The results are validated by comparing the estimated joint angles of lower limbs (i.e. hip, knee and ankle angles) with an optical motion capture system. This study can benefit the future research on conducting complete lower limbs kinematics analysis with minimal and unobtrusive wearable sensors.
Keywords :
accelerometers; biomedical measurement; body sensor networks; gait analysis; gyroscopes; image sensors; inertial systems; inverse problems; kinematics; 3-D accelerometer; IMU; complete lower limb kinematic analysis; gait cycle; gyroscope; heel angular change; inverse kinematics; joint angles; lower limbs; minimal inertial measurement units; normal subjects; optical motion capture system; pelvis; planar 3R serial chain; planar displacement; planar gait kinematic estimation; unobtrusive wearable sensors; walking; Estimation; Foot; Hip; Joints; Kinematics; Knee; Legged locomotion;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6945217