Swimming Phase-Based Performance Evaluation Using a Single IMU in Main Swimming Techniques

Mahdi Hamidi Rad; Kamiar Aminian; Vincent Gremeaux; Fabien Massé; Farzin Dadashi

doi:10.3389/fbioe.2021.793302

Swimming Phase-Based Performance Evaluation Using a Single IMU in Main Swimming Techniques

Front Bioeng Biotechnol. 2021 Dec 7:9:793302. doi: 10.3389/fbioe.2021.793302. eCollection 2021.

Authors

Mahdi Hamidi Rad¹, Kamiar Aminian¹, Vincent Gremeaux^{2

3}, Fabien Massé⁴, Farzin Dadashi⁵

Affiliations

¹ Laboratory of Movement Analysis and Measurement, EPFL, Lausanne, Switzerland.
² Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland.
³ Swiss Olympic Medical Center, Sport Medicine Unit, Division of Physical Medicine and Rehabilitation, Lausanne University Hospital, Lausanne, Switzerland.
⁴ Gait Up S.A., Lausanne, Switzerland.
⁵ Huma Therapeutics Ltd., London, United Kingdom.

Abstract

Comprehensive monitoring of performance is essential for swimmers and swimming coaches to optimize the training. Regardless of the swimming technique, the swimmer passes various swimming phases from wall to wall, including a dive into the water or wall push-off, then glide and strokes preparation and finally, swimming up to the turn. The coach focuses on improving the performance of the swimmer in each of these phases. The purpose of this study was to assess the potential of using a sacrum-worn inertial measurement unit (IMU) for performance evaluation in each swimming phase (wall push-off, glide, stroke preparation and swimming) of elite swimmers in four main swimming techniques (i.e. front crawl, breaststroke, butterfly and backstroke). Nineteen swimmers were asked to wear a sacrum IMU and swim four one-way 25 m trials in each technique, attached to a tethered speedometer and filmed by cameras in the whole lap as reference systems. Based on the literature, several goal metrics were extracted from the instantaneous velocity (e.g. average velocity per stroke cycle) and displacement (e.g. time to reach 15 m from the wall) data from a tethered speedometer for the swimming phases, each one representing the goodness of swimmer's performance. Following a novel approach, that starts from swimming bout detection and continues until detecting the swimming phases, the IMU kinematic variables in each swimming phase were extracted. The highly associated variables with the corresponding goal metrics were detected by LASSO (least absolute shrinkage and selection operator) variable selection and used for estimating the goal metrics with a linear regression model. The selected kinematic variables were relevant to the motion characteristics of each phase (e.g. selection of propulsion-related variables in wall push-off phase), providing more interpretability to the model. The estimation reached a determination coefficient (R²) value more than 0.75 and a relative RMSE less than 10% for most goal metrics in all swimming techniques. The results show that a single sacrum IMU can provide a wide range of performance-related swimming kinematic variables, useful for performance evaluation in four main swimming techniques.

Keywords: performance evaluation; sports biomechanics; swimming; variable selection; wearable sensor.