Human velocity tracking and localization using 3 IMU sensors

Qilong Yuan, I. Chen, A. Causo
{"title":"Human velocity tracking and localization using 3 IMU sensors","authors":"Qilong Yuan, I. Chen, A. Causo","doi":"10.1109/RAM.2013.6758554","DOIUrl":null,"url":null,"abstract":"In sports training and exercises, the velocity and position of the person is very important for motion evaluation. Despite of the development in motion capturing, a proper method for velocity monitoring for daily use is still not elaborated. In this work, a velocity tracking and localization method using only three IMU sensors is introduced. In the method, a reference root point on the pelvis is chosen to represent the velocity and location of the person. The three sensors are located at the right shank, right thigh and the pelvis to measure the kinematics of the lower limbs. Through proper acceleration error canceling algorithm, the acceleration data is refined to fuse with the root velocity calculated from lower limb kinematics. The drift-free and accurate 3D velocity result is achieved in this manner. The location of the person is tracked based on this velocity result and the limb kinematic subsequently. The benchmark study with the commercial optical reference shows that the accuracy in velocity tracking is within 3% of the moving velocity and localization accuracy is within 2% in both normal walking and jumping. For the utilize conveniences of the small-size wearable IMU sensors, this proposed velocity tracking and localization method is very useful in everyday applications both indoor and outdoor.","PeriodicalId":287085,"journal":{"name":"2013 6th IEEE Conference on Robotics, Automation and Mechatronics (RAM)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 6th IEEE Conference on Robotics, Automation and Mechatronics (RAM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/RAM.2013.6758554","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 8

Abstract

In sports training and exercises, the velocity and position of the person is very important for motion evaluation. Despite of the development in motion capturing, a proper method for velocity monitoring for daily use is still not elaborated. In this work, a velocity tracking and localization method using only three IMU sensors is introduced. In the method, a reference root point on the pelvis is chosen to represent the velocity and location of the person. The three sensors are located at the right shank, right thigh and the pelvis to measure the kinematics of the lower limbs. Through proper acceleration error canceling algorithm, the acceleration data is refined to fuse with the root velocity calculated from lower limb kinematics. The drift-free and accurate 3D velocity result is achieved in this manner. The location of the person is tracked based on this velocity result and the limb kinematic subsequently. The benchmark study with the commercial optical reference shows that the accuracy in velocity tracking is within 3% of the moving velocity and localization accuracy is within 2% in both normal walking and jumping. For the utilize conveniences of the small-size wearable IMU sensors, this proposed velocity tracking and localization method is very useful in everyday applications both indoor and outdoor.
使用3个IMU传感器的人体速度跟踪和定位
在运动训练和练习中,人的速度和位置对运动评价非常重要。尽管运动捕捉技术有了很大的发展,但是一种适合日常使用的速度监测方法仍然没有得到阐述。本文介绍了一种仅使用三个IMU传感器的速度跟踪和定位方法。在该方法中,选择骨盆上的一个参考根点来表示人的速度和位置。这三个传感器分别位于右小腿、右大腿和骨盆,用于测量下肢的运动学。通过适当的加速度误差抵消算法,对加速度数据进行细化,使其与下肢运动学计算得到的根速度相融合。通过这种方法可以获得无漂移和精确的三维速度结果。在此速度结果的基础上跟踪人的位置,随后跟踪肢体的运动学。在商业光学参考下的基准研究表明,在正常行走和跳跃中,速度跟踪精度在移动速度的3%以内,定位精度在2%以内。由于便于使用小型可穿戴IMU传感器,因此所提出的速度跟踪和定位方法在室内和室外的日常应用中都非常有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信