Walking speed estimation using a shank-mounted inertial measurement unit

被引:129
作者
Li, Q. [1 ,2 ,3 ]
Young, M. [4 ]
Naing, V. [4 ]
Donelan, J. M. [4 ]
机构
[1] Queens Univ, Dept Mech & Mat Engn, Kingston, ON, Canada
[2] Queens Univ, Human Mobil Res Ctr, Kingston, ON, Canada
[3] Kingston Gen Hosp, Kingston, ON K7L 2V7, Canada
[4] Simon Fraser Univ, Dept Biomed Physiol & Kinesiol, Burnaby, BC V5A 1S6, Canada
关键词
Gait analysis; Inertial measurement unit; Ambulatory system; Gait cycle; Walking speed; Inverted pendulum model;
D O I
10.1016/j.jbiomech.2010.01.031
中图分类号
Q6 [生物物理学];
学科分类号
071011 [生物物理学];
摘要
We studied the feasibility of estimating walking speed using a shank-mounted inertial measurement unit. Our approach took advantage of the inverted pendulum-like behavior of the stance leg during walking to identify a new method for dividing up walking into individual stride cycles and estimating the initial conditions for the direct integration of the accelerometer and gyroscope signals. To test its accuracy, we compared speed estimates to known values during walking overground and on a treadmill. The speed estimation method worked well across treadmill speeds and slopes yielding a root mean square speed estimation error of only 7%. It also worked well during overground walking with a 4% error in the estimated travel distance. This accuracy is comparable to that achieved from foot-mounted sensors, providing an alternative in sensor positioning for walking speed estimation. Shank mounted sensors may be of great benefit for estimating speed in walking with abnormal foot motion and for the embedded control of knee-mounted devices such as prostheses and energy harvesters. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1640 / 1643
页数:4
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