Toward Convenient and Accurate IMU-Based Gait Analysis.

IF 3.5 3区 综合性期刊 Q2 CHEMISTRY, ANALYTICAL Sensors Pub Date : 2025-02-19 DOI:10.3390/s25041267
Mohamed Boutaayamou, Doriane Pelzer, Cédric Schwartz, Sophie Gillain, Gaëtan Garraux, Jean-Louis Croisier, Jacques G Verly, Olivier Brüls
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Abstract

While inertial measurement unit (IMU)-based systems have shown their potential in quantifying medically significant gait parameters, it remains to be determined whether they can provide accurate and reliable parameters both across various walking conditions and in healthcare settings. Using an IMU-based system we previously developed, with one IMU module on each subject's heel, we quantify the gait parameters of 55 men and 46 women, all healthy and aged 40-65, in normal, dual-task, and fast walking conditions. We evaluate their intra-session reliability, and we establish a new reference database of such parameters showing good to excellent reliability. ICC(2,1) assesses relative reliability, while SEM% and MDC% assess absolute reliability. The reliability is excellent for all spatiotemporal gait parameters and the stride length (SL) symmetry ratio (ICC ≥ 0.90, SEM% ≤ 4.5%, MDC% ≤ 12.4%) across all conditions. It is good to excellent for the fast walking performance (FWP) indices of stride (Sr), stance (Sa), double-support (DS), and step (St) times; gait speed (GS); and the GS normalized to leg length (GSn1) and body height (GSn2) (ICC ≥ 0.91, |SEM%| ≤ 10.0%, |MDC%| ≤ 27.6%). Men have a higher swing time (Sw) and SL across all conditions. The following parameters are gender-independent: (1) Sa, DS, GSn1, GSn2; (2) the symmetry ratios of SL and GS, as well as Sa% and Sw% (representing Sa and Sw as percentages of Sr); and (3) the FWPs of Sr, Sa, Sw, DS, St, cadence, Sa% and Sw%. Our results provide reference values with new insights into gender FWP comparisons rarely reported in the literature. The advantages and reliability of our IMU-based system make it suitable in medical applications such as prosthetic evaluation, fall risk assessment, and rehabilitation.

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基于imu的方便准确的步态分析。
虽然基于惯性测量单元(IMU)的系统已经显示出它们在量化医学上重要的步态参数方面的潜力,但它们是否能够在各种步行条件和医疗保健环境中提供准确可靠的参数仍有待确定。使用我们之前开发的基于IMU的系统,每个受试者的脚跟上有一个IMU模块,我们量化了55名男性和46名女性的步态参数,他们都是健康的,年龄在40-65岁之间,在正常、双任务和快速行走条件下。对这些参数的会话内可靠性进行了评价,并建立了具有良好到优良可靠性的参考数据库。ICC(2,1)评估相对可靠性,而SEM%和MDC%评估绝对可靠性。在所有条件下,所有时空步态参数和步长(SL)对称比(ICC≥0.90,SEM%≤4.5%,MDC%≤12.4%)的可靠性都很好。步幅(Sr)、站姿(Sa)、双支撑(DS)、步数(St)的快走性能(FWP)指标从优到优;步态速度(GS);GS归一化为腿长(GSn1)和身高(GSn2) (ICC≥0.91,|SEM%|≤10.0%,|MDC%|≤27.6%)。在所有条件下,男性的摇摆时间(Sw)和摇摆时间(SL)都更高。以下参数与性别无关:(1)Sa、DS、GSn1、GSn2;(2) SL和GS的对称比,以及Sa%和Sw%(代表Sa和Sw占Sr的百分比);(3) Sr、Sa、Sw、DS、St、韵律、Sa%和Sw%的FWPs。我们的研究结果为文献中很少报道的性别FWP比较提供了新的参考价值。我们基于imu的系统的优点和可靠性使其适用于假肢评估,跌倒风险评估和康复等医疗应用。
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来源期刊
Sensors
Sensors 工程技术-电化学
CiteScore
7.30
自引率
12.80%
发文量
8430
审稿时长
1.7 months
期刊介绍: Sensors (ISSN 1424-8220) provides an advanced forum for the science and technology of sensors and biosensors. It publishes reviews (including comprehensive reviews on the complete sensors products), regular research papers and short notes. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced.
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