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

Journal article


Winter, Lachlan, Taylor, Paul, Bellenger, Clint, Grimshaw, Paul and Crowther, Robert G.. (2023). The application of the Lyapunov Exponent to analyse human performance : A systematic review. Journal of Sports Sciences. 41(22), pp. 1994-2013. https://doi.org/10.1080/02640414.2024.2308441
AuthorsWinter, Lachlan, Taylor, Paul, Bellenger, Clint, Grimshaw, Paul and Crowther, Robert G.
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.

Keywordsdynamic stability; movement variability; Lyapunov Exponent
Year2023
JournalJournal of Sports Sciences
Journal citation41 (22), pp. 1994-2013
PublisherRoutledge
ISSN0264-0414
Digital Object Identifier (DOI)https://doi.org/10.1080/02640414.2024.2308441
PubMed ID38326239
Scopus EID2-s2.0-85182464977
Open accessPublished as ‘gold’ (paid) open access
Page range1994-2013
Publisher's version
License
File Access Level
Open
Output statusPublished
Publication dates
Online07 Feb 2024
Publication process dates
Accepted15 Jan 2024
Deposited19 May 2025
Additional information

© 2024 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group.

This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited, and is not altered, transformed, or built upon in any way.

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