Accuracy Evaluation and Clinical Application of an Optimized Solution for Measuring Spatio-Temporal Gait Parameters

Ilaria Mileti, Juri Taborri, L. D’Alvia, S. Parisi, M. C. Ditto, C. Peroni, M. Scarati, M. Priora, S. Rossi, E. Fusaro, Z. Prete, E. Palermo
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引用次数: 3

Abstract

Monitoring spatio-temporal parameters of gait, such as Stride Length, Gait Time and Gait Speed, through inertial measurement units is a research topic of great interest in clinics. Despite the high interest in the field, the development of a high accuracy wearable solution for spatio-temporal parameters assessment in a clinical scenario, suitable for both normal and pathological gait, is still an open challenge. In this study we proposed a novel solution to estimate spatio-temporal parameters through Inertial Measurement Units and an optimized strap-down approach for drift reduction. For the accuracy evaluation three healthy subjects were enrolled. Each subject was equipped with two inertial sensors placed on feet. Subjects were asked to repeat seven walking trials, through the calibration volume of an optoelectronic system, used as a reference. As a clinical application, we used the solution to assess fatigue effects on healthy and pathological subjects considering the 6-Minute Walking Test. Results showed high accuracy in the estimation of spatio-temporal parameters for each subject. The mean relative error of the Stride Length estimation among subjects was 1.1±0.7% and 0.8±0.5% for the left and right side. The clinical application was conducted on a cohort of ten patients with Systemic Sclerosis and ten age-matched healthy adults. Statistical differences were observed between populations in the Stride Length and in the Gait Speed. Moreover, all subjects experienced fatigue effect reporting lower values of spatio-temporal parameters in the last minute, compared to the first one. The excellent results in the accuracy evaluation encourage application of this methodology in normal and in pathological gait monitoring where a low error in the estimation of spatial gait parameters is required.
时空步态参数测量优化方案的精度评价及临床应用
利用惯性测量单元监测步幅、步态时间、步态速度等步态时空参数是目前临床上非常关注的研究课题。尽管对该领域有很高的兴趣,但在临床场景中开发一种适用于正常和病理步态的高精度可穿戴解决方案的时空参数评估仍然是一个开放的挑战。在这项研究中,我们提出了一种新的解决方案来估计时空参数通过惯性测量单元和优化捷联方法来减少漂移。为了准确性评估,我们招募了3名健康受试者。每个实验对象的脚上都装有两个惯性传感器。受试者被要求重复七次行走试验,通过光电系统的校准体积作为参考。作为临床应用,我们使用该溶液评估疲劳对健康和病理受试者的影响,考虑6分钟步行测试。结果表明,对每个被试的时空参数估计精度较高。被试左右侧步长估计的平均相对误差分别为1.1±0.7%和0.8±0.5%。临床应用在10例系统性硬化症患者和10例年龄匹配的健康成人中进行。在步幅长度和步态速度上观察到不同人群之间的统计学差异。此外,所有受试者在最后一分钟均报告了较低的时空参数值。准确度评估的优异结果鼓励了该方法在正常和病理步态监测中的应用,其中需要在估计空间步态参数时具有低误差。
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