DocumentCode
636534
Title
A basic study on variable-gain Kalman filter based on angle error calculated from acceleration signals for lower limb angle measurement with inertial sensors
Author
Teruyama, Yuta ; Watanabe, Toshio
Author_Institution
Dept. Biomed. Eng., Tohoku Univ., Sendai, Japan
fYear
2013
fDate
3-7 July 2013
Firstpage
3423
Lastpage
3426
Abstract
In this study, development of wearable motion measurement system using inertial sensors has been focused with the aim of rehabilitation support. For measurement of lower limb joint angles with inertial sensors, Kalman-filtering-based angle measurement method was developed. However, it was required to reduce variation of measurement errors that depended on movement speeds or subjects. In this report, variable-gain Kalman filter based on the difference between the estimated angle by the Kalman filter and the angle calculated from acceleration signals was tested. From angle measurement during treadmill walking with healthy subjects, it was shown that measurement accuracy of the foot inclination angle was significantly improved with the proposed method compared to the method of fixed parameter value.
Keywords
Kalman filters; biomedical equipment; bone; gait analysis; medical signal processing; motion measurement; patient rehabilitation; sensors; wearable computers; Kalman-filtering-based angle measurement method; acceleration signals; foot inclination angle; inertial sensors; lower limb joint angle measurement; patient rehabilitation; treadmill walking; variable-gain Kalman filter; wearable motion measurement system; Acceleration; Foot; Gyroscopes; Kalman filters; Legged locomotion; Noise; Sensors;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location
Osaka
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2013.6610277
Filename
6610277
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