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运用李雅普诺夫指数分析人类表现:系统综述。

The application of the Lyapunov Exponent to analyse human performance: A systematic review.

机构信息

UniSA Allied Health and Human Performance, University of South Australia, Adelaide, South Australia, Australia.

Alliance for Research in Exercise, Nutrition & Activity (ARENA), University of South Australia, Adelaide, South Australia, Australia.

出版信息

J Sports Sci. 2023 Nov;41(22):1994-2013. doi: 10.1080/02640414.2024.2308441. Epub 2024 Feb 7.

Abstract

Variability is a normal component of human movement, allowing one to adapt to environmental perturbations. It can be analysed from linear or non-linear perspectives. The Lyapunov Exponent (LyE) is a commonly used non-linear technique, which quantifies local dynamic stability. It has been applied primarily to walking gait and appears to be limited application in other movements. Therefore, this systematic review aims to summarise research methodologies applying the LyE to movements, excluding walking gait. Four databases were searched using keywords related to movement variability, dynamic stability, LyE and divergence exponent. Articles written in English, using the LyE to analyse movements, excluding walking gait were included for analysis. 31 papers were included for data extraction. Quality appraisal was conducted and information related to the movement, data capture method, data type, apparatus, sampling rate, body segment/joint, number of strides/steps, state space reconstruction, algorithm, filtering, surrogation and time normalisation were extracted. LyE values were reported in supplementary materials (Appendix 2). Running was the most prevalent non-walking gait movement assessed. Methodologies to calculate the LyE differed in various aspects resulting in different LyE values being generated. Additionally, test-retest reliability, was only conducted in one study, which should be addressed in future.

摘要

变异性是人类运动的一个正常组成部分,它可以使人们适应环境的变化。它可以从线性或非线性的角度进行分析。李雅普诺夫指数(LyE)是一种常用的非线性技术,用于量化局部动态稳定性。它主要应用于步行步态,而在其他运动中的应用似乎有限。因此,本系统综述旨在总结应用 LyE 分析除步行步态以外的运动的研究方法。使用与运动变异性、动态稳定性、LyE 和散度指数相关的关键词,在四个数据库中进行了搜索。纳入分析的文章为英文撰写,使用 LyE 分析运动,但不包括步行步态。共纳入 31 篇文章进行数据提取。对质量进行评估,并提取与运动、数据采集方法、数据类型、仪器、采样率、身体部位/关节、步数/步、状态空间重建、算法、滤波、替代和时间归一化相关的信息。LyE 值在补充材料(附录 2)中报告。跑步是评估的最常见的非步行步态运动。计算 LyE 的方法在不同方面存在差异,导致生成不同的 LyE 值。此外,仅在一项研究中进行了测试-重测可靠性,未来应该解决这个问题。

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