Literature DB >> 28287028

Technique analysis in elite athletes using principal component analysis.

Øyvind Gløersen1,2, Håvard Myklebust2, Jostein Hallén2, Peter Federolf2,3,4.   

Abstract

The aim of this study was to advance current movement analysis methodology to enable a technique analysis in sports facilitating (1) concurrent comparison of the techniques between several athletes; (2) identification of potentially beneficial technique modifications and (3) a visual representation of the findings for feedback to the athletes. Six elite cross-country skiers, three world cup winners and three national elite, roller ski skated using the V2 technique on a treadmill while their movement patterns were recorded using 41 reflective markers. A principal component analysis performed on the marker positions resulted in multi-segmental "principal" movement components (PMs). A novel normalisation facilitated comparability of the PMs between athletes. Additionally, centre of mass (COM) trajectories were modelled. We found correlations between the athletes' performance levels (judged from race points) and specific features in the PMs and in the COM trajectories. Plausible links between COM trajectories and PMs were observed, suggesting that better performing skiers exhibited a different, possibly more efficient use of their body mass for propulsion. The analysis presented in the current study revealed specific technique features that appeared to relate to the skiers' performance levels. How changing these features would affect an individual athlete's technique was visualised with animated stick figures.

Entities:  

Keywords:  Elite sport; cross-country ski skating; motion analysis; principal component analysis; principal movements; segment coordination patterns

Mesh:

Year:  2017        PMID: 28287028     DOI: 10.1080/02640414.2017.1298826

Source DB:  PubMed          Journal:  J Sports Sci        ISSN: 0264-0414            Impact factor:   3.337


  21 in total

1.  Feature Detection and Biomechanical Analysis to Objectively Identify High Exposure Movement Strategies When Performing the EPIC Lift Capacity test.

Authors:  Daniel P Armstrong; Aleksandra R Budarick; Claragh E E Pegg; Ryan B Graham; Steven L Fischer
Journal:  J Occup Rehabil       Date:  2021-03

Review 2.  From big data mining to technical sport reports: the case of inertial measurement units.

Authors:  Daniel Rojas-Valverde; Carlos D Gómez-Carmona; Randall Gutiérrez-Vargas; Jose Pino-Ortega
Journal:  BMJ Open Sport Exerc Med       Date:  2019-10-01

3.  Human Postural Control: Assessment of Two Alternative Interpretations of Center of Pressure Sample Entropy through a Principal Component Factorization of Whole-Body Kinematics.

Authors:  Thomas Haid; Peter Federolf
Journal:  Entropy (Basel)       Date:  2018-01-05       Impact factor: 2.524

4.  The Effect of Cognitive Resource Competition Due to Dual-Tasking on the Irregularity and Control of Postural Movement Components.

Authors:  Thomas Haid; Peter Federolf
Journal:  Entropy (Basel)       Date:  2019-01-15       Impact factor: 2.524

5.  Age Effects in Postural Control Analyzed via a Principal Component Analysis of Kinematic Data and Interpreted in Relation to Predictions of the Optimal Feedback Control Theory.

Authors:  Thomas H Haid; Aude-Clémence M Doix; Benno M Nigg; Peter A Federolf
Journal:  Front Aging Neurosci       Date:  2018-02-05       Impact factor: 5.750

6.  Effects of a cognitive dual task on variability and local dynamic stability in sustained repetitive arm movements using principal component analysis: a pilot study.

Authors:  Alessia Longo; Peter Federolf; Thomas Haid; Ruud Meulenbroek
Journal:  Exp Brain Res       Date:  2018-03-27       Impact factor: 1.972

7.  Adolescent Awkwardness: Alterations in Temporal Control Characteristics of Posture with Maturation and the Relation to Movement Exploration.

Authors:  Felix Wachholz; Federico Tiribello; Maurice Mohr; Steven van Andel; Peter Federolf
Journal:  Brain Sci       Date:  2020-04-05

8.  Tracking Performance in Endurance Racing Sports: Evaluation of the Accuracy Offered by Three Commercial GNSS Receivers Aimed at the Sports Market.

Authors:  Øyvind Gløersen; Jan Kocbach; Matthias Gilgien
Journal:  Front Physiol       Date:  2018-10-09       Impact factor: 4.566

9.  Leg Dominance as a Risk Factor for Lower-Limb Injuries in Downhill Skiers-A Pilot Study into Possible Mechanisms.

Authors:  Arunee Promsri; Alessia Longo; Thomas Haid; Aude-Clémence M Doix; Peter Federolf
Journal:  Int J Environ Res Public Health       Date:  2019-09-13       Impact factor: 3.390

10.  Should the Minimal Intervention Principle Be Considered When Investigating Dual-Tasking Effects on Postural Control?

Authors:  Felix Wachholz; Federico Tiribello; Arunee Promsri; Peter Federolf
Journal:  Brain Sci       Date:  2019-12-19
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