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运动学变量、时间延迟和数据长度对人体行走最大Lyapunov指数重测信度的影响。

Effects of the kinematic variable, time delay and data length on test-retest reliability of the maximal Lyapunov exponent of human walking.

作者信息

Park Ilseung, Lee Jun Hyuk, Ahn Jooeun

机构信息

Department of Physical Education, Seoul National University, Seoul, South Korea.

Institue of Sport Science, Seoul, South Korea.

出版信息

R Soc Open Sci. 2024 Oct 9;11(10):240333. doi: 10.1098/rsos.240333. eCollection 2024 Oct.

Abstract

The maximal Lyapunov exponent (MLE) has been used to quantify the dynamic stability of human locomotion. The method for estimating MLE requires selecting a proper time series of kinematic variables and reconstructing phase space using proper time delay. The data length also affects the reliability of the measured MLE. However, there has been no criterion for the choice of the time series, time delay or data length. Here, we quantified the effect of these factors on the test-retest reliability of MLE estimations. We recruited 15 young and healthy adults and let them walk on a treadmill three times. We calculated MLE employing various lengths of time series of 18 frequently used kinematic variables and two typical choices of time delay: fixed delay and delay selected by average mutual information algorithm. Then, we measured the intraclass correlation coefficient (ICC) of the measured MLE under each condition. Our results show that the choice of time delay does not affect reliability. Five among the 18 kinematic variables enabled excellent reliability with ICC above 0.9 within 450 strides and also enabled ICC above 0.75 even with 60 or less strides. These findings can contribute to establishing the criteria for measuring the dynamic stability of human walking.

摘要

最大Lyapunov指数(MLE)已被用于量化人类运动的动态稳定性。估计MLE的方法需要选择合适的运动学变量时间序列,并使用适当的时间延迟来重构相空间。数据长度也会影响测量得到的MLE的可靠性。然而,对于时间序列、时间延迟或数据长度的选择尚无标准。在此,我们量化了这些因素对MLE估计的重测可靠性的影响。我们招募了15名年轻健康的成年人,让他们在跑步机上行走三次。我们使用18个常用运动学变量的不同时间序列长度以及两种典型的时间延迟选择(固定延迟和通过平均互信息算法选择的延迟)来计算MLE。然后,我们测量了每种条件下测量得到的MLE的组内相关系数(ICC)。我们的结果表明,时间延迟的选择不影响可靠性。18个运动学变量中的5个在450步内实现了ICC高于0.9的出色可靠性,甚至在60步或更少步数时也能使ICC高于0.75。这些发现有助于建立测量人类行走动态稳定性的标准。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d44a/11461070/003ba481bbcf/rsos.240333.f001.jpg

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