• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

使用可穿戴惯性测量单元(IMU)进行跑步时的无漂移足部方向估计

Drift-Free Foot Orientation Estimation in Running Using Wearable IMU.

作者信息

Falbriard Mathieu, Meyer Frédéric, Mariani Benoît, Millet Grégoire P, Aminian Kamiar

机构信息

Laboratory of Movement Analysis and Measurement, EPFL, Lausanne, Switzerland.

Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland.

出版信息

Front Bioeng Biotechnol. 2020 Feb 13;8:65. doi: 10.3389/fbioe.2020.00065. eCollection 2020.

DOI:10.3389/fbioe.2020.00065
PMID:32117943
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7031162/
Abstract

This study aimed to introduce and validate a new method to estimate and correct the orientation drift measured from foot-worn inertial sensors. A modified strap-down integration (MSDI) was proposed to decrease the orientation drift, which, in turn, was further compensated by estimation of the joint center acceleration (JCA) of a two-segment model of the foot. This method was designed to fit the different foot strike patterns observed in running and was validated against an optical motion-tracking system during level treadmill running at 8, 12, and 16 km/h. The sagittal and frontal plane angles obtained from the inertial sensors and the motion tracking system were compared at different moments of the ground contact phase. The results obtained from 26 runners showed that the foot orientation at mean stance was estimated with an accuracy (inter-trial median ± IQR) of 0.4 ± 3.8° and a precision (inter-trial precision median ± IQR) of 3.0 ± 1.8°. The orientation of the foot shortly before initial contact (IC) was estimated with an accuracy of 2.0 ± 5.9° and a precision of 1.6 ± 1.1°; which is more accurate than commonly used zero-velocity update methods derived from gait analysis and not explicitly designed for running. Finally, the study presented the effect initial and terminal contact (TC) detection errors have on the orientation parameters reported.

摘要

本研究旨在引入并验证一种新方法,用于估计和校正从足部佩戴的惯性传感器测量得到的方向漂移。提出了一种改进的捷联积分法(MSDI)来减少方向漂移,进而通过估计足部两段模型的关节中心加速度(JCA)进一步进行补偿。该方法旨在适应跑步中观察到的不同足部着地模式,并在水平跑步机上以8、12和16 km/h的速度跑步时,与光学运动跟踪系统进行了验证。在地面接触阶段的不同时刻,比较了从惯性传感器和运动跟踪系统获得的矢状面和额状面角度。从26名跑步者获得的结果表明,平均站立时足部方向的估计精度(试验间中位数±IQR)为0.4±3.8°,精度(试验间精度中位数±IQR)为3.0±1.8°。初始接触(IC)前不久足部的方向估计精度为2.0±5.9°,精度为1.6±1.1°;这比从步态分析得出的、未专门为跑步设计的常用零速度更新方法更准确。最后,该研究展示了初始和终末接触(TC)检测误差对所报告的方向参数的影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/2f7dac04495f/fbioe-08-00065-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/a2304c64ca52/fbioe-08-00065-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/699ca3c52f9b/fbioe-08-00065-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/81463497ea5f/fbioe-08-00065-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/8deb5c7256a1/fbioe-08-00065-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/2f7dac04495f/fbioe-08-00065-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/a2304c64ca52/fbioe-08-00065-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/699ca3c52f9b/fbioe-08-00065-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/81463497ea5f/fbioe-08-00065-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/8deb5c7256a1/fbioe-08-00065-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ee28/7031162/2f7dac04495f/fbioe-08-00065-g005.jpg

相似文献

1
Drift-Free Foot Orientation Estimation in Running Using Wearable IMU.使用可穿戴惯性测量单元(IMU)进行跑步时的无漂移足部方向估计
Front Bioeng Biotechnol. 2020 Feb 13;8:65. doi: 10.3389/fbioe.2020.00065. eCollection 2020.
2
Drift-Free 3D Orientation and Displacement Estimation for Quasi-Cyclical Movements Using One Inertial Measurement Unit: Application to Running.基于单个惯性测量单元的准周期性运动无漂移三维姿态和位移估计:在跑步中的应用。
Sensors (Basel). 2022 Jan 26;22(3):956. doi: 10.3390/s22030956.
3
Estimation of Foot Trajectory and Stride Length during Level Ground Running Using Foot-Mounted Inertial Measurement Units.使用足部惯性测量单元估算平地跑步时的足轨迹和步长。
Sensors (Basel). 2022 Sep 20;22(19):7129. doi: 10.3390/s22197129.
4
Accurate Estimation of Running Temporal Parameters Using Foot-Worn Inertial Sensors.使用足部佩戴式惯性传感器准确估计跑步时间参数
Front Physiol. 2018 Jun 12;9:610. doi: 10.3389/fphys.2018.00610. eCollection 2018.
5
Detection of foot contact in treadmill running with inertial and optical measurement systems.使用惯性和光学测量系统检测跑步机跑步中的足接触。
J Biomech. 2021 May 24;121:110419. doi: 10.1016/j.jbiomech.2021.110419. Epub 2021 Apr 9.
6
A Single Sacral-Mounted Inertial Measurement Unit to Estimate Peak Vertical Ground Reaction Force, Contact Time, and Flight Time in Running.一种单骶骨安装的惯性测量单元,用于估计跑步时的峰值垂直地面反作用力、接触时间和腾空时间。
Sensors (Basel). 2022 Jan 20;22(3):784. doi: 10.3390/s22030784.
7
Estimation of Vertical Ground Reaction Forces and Sagittal Knee Kinematics During Running Using Three Inertial Sensors.使用三个惯性传感器估计跑步过程中的垂直地面反作用力和矢状面膝关节运动学
Front Physiol. 2018 Mar 22;9:218. doi: 10.3389/fphys.2018.00218. eCollection 2018.
8
Accurate Impact Loading Rate Estimation During Running via a Subject-Independent Convolutional Neural Network Model and Optimal IMU Placement.基于无主体依赖卷积神经网络模型和最佳惯性测量单元位置的跑步过程中精确冲击力加载率估计。
IEEE J Biomed Health Inform. 2021 Apr;25(4):1215-1222. doi: 10.1109/JBHI.2020.3014963. Epub 2021 Apr 6.
9
Inertial Sensor Estimation of Initial and Terminal Contact during In-Field Running.场内跑步过程中初始接触和终端接触的惯性传感器估计。
Sensors (Basel). 2022 Jun 25;22(13):4812. doi: 10.3390/s22134812.
10
Unsupervised Gait Event Identification with a Single Wearable Accelerometer and/or Gyroscope: A Comparison of Methods across Running Speeds, Surfaces, and Foot Strike Patterns.基于单惯性传感器(加速度计和/或陀螺仪)的非监督步态事件识别:不同跑步速度、表面和足触地模式下方法的比较。
Sensors (Basel). 2023 May 24;23(11):5022. doi: 10.3390/s23115022.

引用本文的文献

1
Foot orientation and trajectory variability in locomotion: Effects of real-world terrain.运动中足的朝向和轨迹变化:真实地形的影响。
PLoS One. 2024 May 16;19(5):e0293691. doi: 10.1371/journal.pone.0293691. eCollection 2024.
2
Enhancing accuracy and convenience of golf swing tracking with a wrist-worn single inertial sensor.使用腕戴式单惯性传感器提高高尔夫挥杆动作追踪的准确性和便利性。
Sci Rep. 2024 Apr 22;14(1):9201. doi: 10.1038/s41598-024-59949-w.
3
Predicting overstriding with wearable IMUs during treadmill and overground running.

本文引用的文献

1
Using A Soft Conformable Foot Sensor to Measure Changes in Foot Strike Angle During Running.使用柔软贴合的足部传感器测量跑步过程中着地角度的变化。
Sports (Basel). 2019 Jul 29;7(8):184. doi: 10.3390/sports7080184.
2
Is changing footstrike pattern beneficial to runners?改变跑步着地方式对跑步者有益吗?
J Sport Health Sci. 2017 Jun;6(2):146-153. doi: 10.1016/j.jshs.2017.02.004. Epub 2017 Feb 28.
3
Accurate Estimation of Running Temporal Parameters Using Foot-Worn Inertial Sensors.使用足部佩戴式惯性传感器准确估计跑步时间参数
使用可穿戴式惯性测量单元预测跑步机和地面跑步中的跨步过大。
Sci Rep. 2024 Mar 15;14(1):6347. doi: 10.1038/s41598-024-56888-4.
4
Can inertial measurement unit sensors evaluate foot kinematics in drop foot patients using functional electrical stimulation?惯性测量单元传感器能否通过功能性电刺激评估足下垂患者的足部运动学?
Front Hum Neurosci. 2023 Nov 9;17:1225086. doi: 10.3389/fnhum.2023.1225086. eCollection 2023.
5
Estimation of horizontal running power using foot-worn inertial measurement units.使用足部穿戴式惯性测量单元估算水平跑步功率。
Front Bioeng Biotechnol. 2023 Jun 22;11:1167816. doi: 10.3389/fbioe.2023.1167816. eCollection 2023.
6
Automatic Body Segment and Side Recognition of an Inertial Measurement Unit Sensor during Gait.惯性测量单元传感器在步态期间的自动身体部位和侧面识别。
Sensors (Basel). 2023 Mar 29;23(7):3587. doi: 10.3390/s23073587.
7
Augmented Cooper test: Biomechanical contributions to endurance performance.增强版库珀测试:耐力表现的生物力学贡献。
Front Sports Act Living. 2022 Sep 14;4:935272. doi: 10.3389/fspor.2022.935272. eCollection 2022.
8
Examination of a foot mounted IMU-based methodology for a running gait assessment.基于足部惯性测量单元的跑步步态评估方法研究
Front Sports Act Living. 2022 Sep 6;4:956889. doi: 10.3389/fspor.2022.956889. eCollection 2022.
9
Concurrent Evolution of Biomechanical and Physiological Parameters With Running-Induced Acute Fatigue.生物力学和生理参数与跑步诱发的急性疲劳的同步演变
Front Physiol. 2022 Feb 11;13:814172. doi: 10.3389/fphys.2022.814172. eCollection 2022.
10
Drift-Free 3D Orientation and Displacement Estimation for Quasi-Cyclical Movements Using One Inertial Measurement Unit: Application to Running.基于单个惯性测量单元的准周期性运动无漂移三维姿态和位移估计:在跑步中的应用。
Sensors (Basel). 2022 Jan 26;22(3):956. doi: 10.3390/s22030956.
Front Physiol. 2018 Jun 12;9:610. doi: 10.3389/fphys.2018.00610. eCollection 2018.
4
Validation of an inertial measurement unit for the quantification of rearfoot kinematics during running.一种用于量化跑步过程中后足运动学的惯性测量单元的验证
Gait Posture. 2018 Jul;64:135-140. doi: 10.1016/j.gaitpost.2018.06.007. Epub 2018 Jun 9.
5
Trends Supporting the In-Field Use of Wearable Inertial Sensors for Sport Performance Evaluation: A Systematic Review.支持在运动表现评估中现场使用可穿戴惯性传感器的趋势:一项系统综述。
Sensors (Basel). 2018 Mar 15;18(3):873. doi: 10.3390/s18030873.
6
Joint Inertial Sensor Orientation Drift Reduction for Highly Dynamic Movements.关节惯性传感器定向漂移降低在高速动态运动中。
IEEE J Biomed Health Inform. 2018 Jan;22(1):77-86. doi: 10.1109/JBHI.2017.2659758. Epub 2017 Jan 26.
7
Foot strike pattern differently affects the axial and transverse components of shock acceleration and attenuation in downhill trail running.在下山越野跑中,着地方式对冲击加速度和衰减的轴向及横向分量有不同影响。
J Biomech. 2016 Jun 14;49(9):1765-1771. doi: 10.1016/j.jbiomech.2016.04.001. Epub 2016 Apr 8.
8
Optimal footfall patterns for cost minimization in running.跑步中使成本最小化的最佳着地模式。
J Biomech. 2015 Aug 20;48(11):2858-64. doi: 10.1016/j.jbiomech.2015.04.019. Epub 2015 Apr 22.
9
Influence of shod/unshod condition and running speed on foot-strike patterns, inversion/eversion, and vertical foot rotation in endurance runners.穿鞋/不穿鞋状态及跑步速度对耐力跑者着地方式、内翻/外翻以及足部垂直旋转的影响。
J Sports Sci. 2015;33(19):2035-42. doi: 10.1080/02640414.2015.1026377. Epub 2015 Mar 27.
10
Differences in muscle activity between natural forefoot and rearfoot strikers during running.跑步过程中自然前脚掌着地和后脚掌着地者之间的肌肉活动差异。
J Biomech. 2014 Nov 28;47(15):3593-7. doi: 10.1016/j.jbiomech.2014.10.015. Epub 2014 Oct 23.