A Novel Application of Flexible Inertial Sensors for Ambulatory Measurement of Gait Kinematics

惯性测量装置 大腿 运动学 步态 节奏 运动捕捉 加速度计 计算机科学 模拟 运动(物理) 物理 物理医学与康复 医学 计算机视觉 解剖 经典力学 操作系统
作者
Wei Yin,Curran Reddy,Yu Zhou,Xudong Zhang
出处
期刊:IEEE Transactions on Human-Machine Systems [Institute of Electrical and Electronics Engineers]
卷期号:51 (4): 346-354 被引量:9
标识
DOI:10.1109/thms.2021.3086017
摘要

Ambulatory motion sensors can generate a mobile system for human kinematics measurement as an alternative to the more constrained optical motion capture systems. Flexible inertial sensors are emerging as a potential solution to overcome the drawback of the conventional inertial measurement sensors with a soft, flexible design that allows for direct body-conforming adhesion to the skin. Thus, this study aims to establish the viability of the flexible inertial sensors for the ambulatory measurement of human knee flexion-extension (F/E) during level walking. The accuracy of flexible inertial sensors with our proposed algorithm is investigated by comparing the derived kinematics with those measured using a conventional motion capture system. Three volunteers (two males and one female, aged 24-27) served as subjects. Three flexible inertial sensors were placed on the subjects' right legs, two on the thigh (lateral thigh and distal anterolateral thigh), and one on the lateral shank, and subjects performed level walking with varied walking cadence (80, 100, and 120 steps/min). The overall root-mean-square-error across all participants is 7.8° for distal anterolateral thigh sensor (using the data of distal anterolateral thigh sensor and shank sensor to estimate knee F/E) and 4.5° for lateral thigh sensor (using the data of lateral thigh sensor and shank sensor to estimate knee F/E). The results illustrate that our proposed method can generate comparable results with motion capture systems and is insensitive to different walking cadence. A significant effect of sensor placement is observed, and a more proximal lateral thigh strategy is suggested. The advantages of the flexible inertial sensors in human motion analysis over the existing inertial measurement units are also highlighted.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
XIAOCHEN完成签到,获得积分10
2秒前
高高花瓣发布了新的文献求助10
2秒前
王一凡完成签到,获得积分10
2秒前
2秒前
沈锐发布了新的文献求助20
2秒前
纪言七许发布了新的文献求助10
3秒前
3秒前
酷波er应助Ackeley采纳,获得10
3秒前
一个人完成签到,获得积分10
3秒前
小脚丫发布了新的文献求助20
3秒前
3秒前
3秒前
ding应助唐唯一采纳,获得10
4秒前
4秒前
4秒前
田様应助小白采纳,获得10
4秒前
贺美玲发布了新的文献求助10
4秒前
小c发布了新的文献求助10
5秒前
夜空中最晚的星光完成签到,获得积分10
5秒前
5秒前
5秒前
共产主义战士应助程程采纳,获得10
6秒前
初檬完成签到,获得积分20
6秒前
朱先坤完成签到,获得积分10
6秒前
6秒前
6秒前
Upupuu完成签到,获得积分10
6秒前
樱花完成签到,获得积分10
6秒前
冷酷宛秋完成签到,获得积分20
6秒前
7秒前
7秒前
7秒前
捻念完成签到,获得积分20
7秒前
BAI发布了新的文献求助10
7秒前
罐头完成签到,获得积分10
7秒前
8秒前
8秒前
酷酷云朵完成签到,获得积分20
8秒前
无极微光应助Alvienan采纳,获得20
8秒前
喜悦半青发布了新的文献求助10
8秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Industrial Hydraulics Manual (7th edition) 800
Physiologic races of the downy mildew fungus on soybeans in North Carolina 800
Rosenblum, Global Change Biology 800
Essentials of Carbohydrate Chemistry and Biochemistry, 4th Edition 800
Organizational Behavior 510
Management and the Arts 510
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 计算机科学 化学工程 工程类 有机化学 物理 复合材料 生物化学 内科学 细胞生物学 基因 遗传学 免疫学 冶金 光电子学 癌症研究
热门帖子
关注 科研通微信公众号,转发送积分 7775035
求助须知:如何正确求助?哪些是违规求助? 9317028
关于积分的说明 20354362
捐赠科研通 7361358
什么是DOI,文献DOI怎么找? 3317895
关于科研通互助平台的介绍 2466098
邀请新用户注册赠送积分活动 2333177