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Winter L, Taylor P, Bellenger C, Grimshaw P, Crowther RG. The application of the Lyapunov Exponent to analyse human performance: A systematic review. J Sports Sci 2023; 41:1994-2013. [PMID: 38326239 DOI: 10.1080/02640414.2024.2308441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 01/15/2024] [Indexed: 02/09/2024]
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.
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Affiliation(s)
- Lachlan Winter
- 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
| | - Paul Taylor
- School of Behavioural and Health Sciences, Australian Catholic University, North Sydney, New South Wales, Australia
| | - Clint Bellenger
- 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
| | - Paul Grimshaw
- College of Health and Life Sciences, Hamad Bin Khalifa University, Doha, Qatar
- Faculty of Sciences, Engineering and Technology, Computer and Mathematical Sciences, University of Adelaide, Adelaide, South Australia, Australia
| | - Robert G Crowther
- 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
- School of Behavioural and Health Sciences, Australian Catholic University, Melbourne, Victoria, Australia
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Hunter B, Karsten B, Greenhalgh A, Burnley M, Muniz-Pumares D. The Application of non-linear methods to quantify changes to movement dynamics during running: A scoping review. J Sports Sci 2023:1-14. [PMID: 37330658 DOI: 10.1080/02640414.2023.2225014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Accepted: 06/05/2023] [Indexed: 06/19/2023]
Abstract
The aim of this scoping review was to evaluate research approaches that quantify changes to non-linear movement dynamics during running in response to fatigue, different speeds, and fitness levels. PubMed and Scopus were used to identify appropriate research articles. After the selection of eligible studies, study details and participant characteristics were extracted and tabulated to identify methodologies and findings. Twenty-seven articles were included in the final analysis. To evaluate non-linearities in the time series, a range of approaches were identified including motion capture, accelerometery, and foot switches. Common methods of analysis included measures of fractal scaling, entropy, and local dynamic stability. Conflicting findings were evident when studies examined non-linear features in fatigued states when compared to non-fatigued. More pronounced alterations to movement dynamics are evident when running speed is changed markedly. Greater fitness levels resulted in more stable and predictable running patterns. The mechanisms by which these changes are underpinned require further examination. These could include the physiological demand of running, biomechanical constraints of the runner, and the attentional demands of the task. Moreover, the practical implications are yet to be elucidated. This review has identified gaps in the literature which should be addressed for further understanding of the field.
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Affiliation(s)
- Ben Hunter
- School of Life and Medical Sciences, University of Hertfordshire, Hatfield, UK
- School of Human Sciences, London Metropolitan University, London, UK
| | - Bettina Karsten
- EUFH, Hochschule für Gesundheit, Soziales und Pädagogik, Berlin, Germany
| | - Andrew Greenhalgh
- School of Life and Medical Sciences, University of Hertfordshire, Hatfield, UK
| | - Mark Burnley
- School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough,UK
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Mehdizadeh S, Glazier PS. Effect of simulated sensorimotor noise on kinematic variability and stability of a biped walking model. Comput Methods Biomech Biomed Engin 2021; 24:1097-1103. [PMID: 33426927 DOI: 10.1080/10255842.2020.1867852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Whether higher variability in older adults' walking is an indication of increased instability has been challenged recently. We performed a computer simulation to investigate the effect of sensorimotor noise on the kinematic variability and stability in a biped walking model. Stochastic differential equations of the system with additive Gaussian white noise was constructed and solved. Sensorimotor noise mainly resulted in higher kinematic variability but its influence on gait stability is minimal. This implies that kinematic variability evident in walking gaits of older adults could be the result of internal sensorimotor noise and not an indication of instability.
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Affiliation(s)
- Sina Mehdizadeh
- KITE-Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada
| | - Paul S Glazier
- National Sports Institute of Malaysia, Kuala Lumpur, Malaysia
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The effects of general fatigue induced by incremental exercise test and active recovery modes on energy cost, gait variability and stability in male soccer players. J Biomech 2020; 106:109823. [PMID: 32517989 DOI: 10.1016/j.jbiomech.2020.109823] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2019] [Revised: 04/21/2020] [Accepted: 05/05/2020] [Indexed: 11/21/2022]
Abstract
The aerobic endurance is considered an important physiological capacity of soccer players which is examined by Incremental Exercise Test (IET). However, it is not clear how general fatigue induced by IET influences physiological and biomechanical gait features in soccer players and how players recover optimally at post-IET. Here, the effect of general fatigue induced by IET on energy cost, gait variability and stability in soccer players was investigated. To identify an optimal recovery mode, the effect of walking at Preferred Walking Speed (PWS), running at Individual Ventilation Threshold (IVT) (two active recovery modes), and Rest (a passive recovery mode) on aforementioned features were studied. Nine male players walked 4-min at PWS on a treadmill prior IET (PreT), which was followed by four 4-min walking trials (PosT-0, 1, 2, and 3) with three 4-min recovery intervals (PWS, IVT, or Rest) between them, in three sessions (one for each recovery mode) in a random order. Energy cost, gait variability and stability were examined at PreT (baseline), and at PosT-0, 1, 2, and 3 (intervals of respectively 0-4, 8-12, 16-20, 24-28 min at post-IET). Gait variability was assessed by the standard deviation of trunk angle and gait stability was assessed by the local dynamic stability of trunk angular velocity. Gait stability was not affected by IET, despite increases in gait variability and energy cost. Different from IVT, PWS and Rest recovery modes reduced energy cost at post-IET. Gait variability and energy cost recovered at PosT-1 and PosT-2, suggesting that 8-12 and 16-20 min recovery intervals, respectively, were required for returning to their baselines. No preference for active over passive recovery was found in terms of gait variability and energy cost.
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Hoenig T, Hamacher D, Braumann KM, Zech A, Hollander K. Analysis of running stability during 5000 m running . Eur J Sport Sci 2018; 19:413-421. [PMID: 30257130 DOI: 10.1080/17461391.2018.1519040] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Abstract
In the analysis of human walking, the assessment of local dynamic stability (LDS) has been widely used to determine gait stability. To extend the concepts of LDS to the analysis of running biomechanics, this study aimed to compare LDS during exhaustive running between competitive and recreational runners. Fifteen recreational and fifteen competitive runners performed an exhaustive 5000 m run. Inertial measurement units at foot, pelvis, and thorax were used to determine local dynamic running stability as quantified by the largest Lyapunov exponent. In addition, we measured running velocity, lactate levels, perceived exertion, and foot strike patterns. LDS at the start, mid, and end of a 5000 m run was compared between the two groups by a two-way repeated-measures analysis of variance (ANOVA). Local dynamic stability increased during the run (thorax, pelvis) in both recreational and competitive runners (PThorax = 0.006; PPelvis = 0.001). During the whole run, competitive runners showed a significantly higher LDS (P = 0.029) compared to recreational runners at the foot kinematics. In conclusion, exhaustive running can lead to improvements in LDS, indicating a higher local dynamic stability of the running technique with increasing exhaustion. Furthermore, LDS of the foot differs between the two groups at all measurement points. The results of this study show the value of determining LDS in athletes as it can give a better understanding into the biomechanics of running.
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Affiliation(s)
- Tim Hoenig
- a Department of Sports and Exercise Medicine, Institute of Human Movement Science , University of Hamburg , Hamburg , Germany
| | - Daniel Hamacher
- b Institute of Sport Science , Friedrich Schiller University Jena , Jena , Germany
| | - Klaus-Michael Braumann
- a Department of Sports and Exercise Medicine, Institute of Human Movement Science , University of Hamburg , Hamburg , Germany
| | - Astrid Zech
- b Institute of Sport Science , Friedrich Schiller University Jena , Jena , Germany
| | - Karsten Hollander
- a Department of Sports and Exercise Medicine, Institute of Human Movement Science , University of Hamburg , Hamburg , Germany.,c Department of Sports and Rehabilitation Medicine , BG Trauma Hospital of Hamburg , Hamburg , Germany
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Navvab Motlagh F, Arshi AR. Symmetry comparison between sacrum and center of mass during walking. Proc Inst Mech Eng H 2016; 230:682-9. [DOI: 10.1177/0954411916646402] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2015] [Accepted: 04/05/2016] [Indexed: 11/15/2022]
Abstract
Sacrum motion is used extensively in clinical research to represent movement of the entire body by replacing the center of mass. The primary objective of this article was to investigate the effect of this replacement on symmetry determination. The secondary objective was to assess the correlation between the symmetries of trajectories of center of mass and sacrum, and that of spatiotemporal parameters. Three-dimensional trajectories obtained from 37 markers placed on anatomical landmarks of 15 healthy subjects were recorded while walking at three speeds on the treadmill. Trajectory of center of mass was determined using segmental analysis method. The results indicated that two symmetries, one determined using sacrum marker and the other using segmental analysis method, were different and this difference was more pronounced in anterior–posterior direction. In other words, harmonic analysis of sacrum and center of mass trajectories revealed different results. Furthermore, low-to-moderate correlations were observed between spatiotemporal parameters symmetry and symmetries obtained from both center of mass and sacrum. In conclusion, the results indicated that it may not be analytically acceptable to substitute sacrum for center of mass in symmetry determination.
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Affiliation(s)
- Fateme Navvab Motlagh
- Biomechanics and Sports Engineering Groups, Faculty of Biomedical Engineering, Amirkabir University of Technology, Tehran, Iran
| | - Ahmed Reza Arshi
- Biomechanics and Sports Engineering Groups, Faculty of Biomedical Engineering, Amirkabir University of Technology, Tehran, Iran
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