Automatic detection of skate strokes in short-track speed skating using one single IMU: validation of a new method

References

• Adesida, Y., Papi, E., & McGregor, A. H. (2019). Exploring the role of wearable technology in sport kinematics and kinetics: A systematic review. Sensors, 19(7), 1597. https://doi.org/10.3390/s19071597
   PubMed Web of Science ®Google Scholar
• Benson, L. C., RäRäIsänenänen, A. M., Volkova, V. G., Pasanen, K., & Emery, C. A. (2020). Workload a-WEAR-ness: Monitoring workload in team sports with wearable technology. A scoping review. The Journal of Orthopaedic and Sports Physical Therapy, 50(10), 549–563. https://doi.org/10.2519/jospt.2020.9753
   PubMed Web of Science ®Google Scholar
• Bland, J. M., & Altman, D. G. (1986). Statistical methods for assessing agreement between two methods of clinical measurement. Lancet, 1(8476), 307–310. https://doi.org/10.1016/S0140-6736(86)90837-8
   PubMed Web of Science ®Google Scholar
• Camomilla, V., Bergamini, E., Fantozzi, S., & Vannozzi, G. (2018). Trends supporting the In-field use of wearable inertial sensors for sport performance evaluation: A systematic review. Sensors, 18(3), 873. https://doi.org/10.3390/s18030873
   PubMed Web of Science ®Google Scholar
• Croteau, F., Thénault, F., Blain-Moraes, S., Pearsall, D. J., Paradelo, D., & Robbins, S. M. (2022). Automatic detection of passing and shooting in water polo using machine learning: A feasibility study. Sports Biomechanics, 2022, 1–15. Published online February 28. https://doi.org/10.1080/14763141.2022.2044507
   Google Scholar
• Currell, K., & Jeukendrup, A. (2008). Validity, reliability and sensitivity of measures of sporting performance. Sports Medicine, 38(4), 297–316. https://doi.org/10.2165/00007256-200838040-00003
   PubMed Web of Science ®Google Scholar
• Fortier, A., Turcotte, R. A., & Pearsall, D. J. (2014). Skating mechanics of change-of-direction manoeuvres in ice hockey players. Sports Biomechanics, 13(4), 341–350. https://doi.org/10.1080/14763141.2014.981852
   PubMed Web of Science ®Google Scholar
• Khuyagbaatar, B., Purevsuren, T., Park, W. M., Kim, K., & Kim, Y. H. (2017). Interjoint coordination of the lower extremities in short-track speed skating. Proceedings of the Institution of Mechanical Engineers Part H, Journal of Engineering in Medicine, 231(10), 987–993. https://doi.org/10.1177/0954411917719743
   PubMed Web of Science ®Google Scholar
• Kim, K., Kim, J. S., Purevsuren, T., Khuyagbaatar, B., Lee, S., & Kim, Y. H. (2019). New method to evaluate three-dimensional push-off angle during short-track speed skating using wearable inertial measurement unit sensors. Proceedings of the Institution of Mechanical Engineers Part H, Journal of Engineering in Medicine, 233(4), 476–480. https://doi.org/10.1177/0954411919831309
   PubMed Web of Science ®Google Scholar
• Konings, M. J., Elferink-Gemser, M. T., Stoter, I. K., van der Meer, D., Otten, E., & Hettinga, F. J. (2015). Performance characteristics of long-track speed skaters: A literature review. Sports Medicine, 45(4), 505–516. https://doi.org/10.1007/s40279-014-0298-z
   PubMed Web of Science ®Google Scholar
• Koo, T. K., & Li, M. Y. (2016). A guideline of selecting and reporting intraclass correlation coefficients for reliability research. Journal of Chiropractic Medicine, 15(2), 155–163. https://doi.org/10.1016/j.jcm.2016.02.012
   PubMed Web of Science ®Google Scholar
• Lisca, G., Prodaniuc, C., Grauschopf, T., & Axenie, C. (2021). Less is more: Learning insights from a single motion sensor for accurate and explainable soccer Goalkeeper kinematics. IEEE Sens J, 1–1. Advance online publication. https://doi.org/10.1109/JSEN.2021.3094929
   Web of Science ®Google Scholar
• Lizzio, V. A., Guo, E. W., & Makhni, E. C. (2021). Monitoring the throwing motion: Current state of wearables and analytics. In J. Dines, C. Camp, & D. Altchek (Eds.), Elbow ulnar collateral ligament injury: A guide to diagnosis and treatment (pp. 27–35). Springer International Publishing. https://doi.org/10.1007/978-3-030-69567-5_4
   Google Scholar
• Mavor, M. P., Ross, G. B., Clouthier, A. L., Karakolis, T., & Graham, R. B. (2020). Validation of an IMU suit for military-based tasks. Sensors, 20(15), 4280. https://doi.org/10.3390/s20154280
   PubMed Web of Science ®Google Scholar
• Noordhof, D. A., Foster, C., Hoozemans, M. J. M., & de Koning, J. J. (2014). The association between changes in speed skating technique and changes in skating velocity. International Journal of Sports Physiology and Performance, 9(1), 68–76. https://doi.org/10.1123/ijspp.2012-0131
   PubMed Web of Science ®Google Scholar
• Robert-Lachaine, X., Mecheri, H., Larue, C., & Plamondon, A. (2017a). Accuracy and repeatability of single-pose calibration of inertial measurement units for whole-body motion analysis. Gait & Posture, 54, 80–86. https://doi.org/10.1016/j.gaitpost.2017.02.029
   PubMed Web of Science ®Google Scholar
• Robert-Lachaine, X., Mecheri, H., Larue, C., & Plamondon, A. (2017b). Validation of inertial measurement units with an optoelectronic system for whole-body motion analysis. Medical & Biological Engineering & Computing, 55(4), 609–619. https://doi.org/10.1007/s11517-016-1537-2
   PubMed Web of Science ®Google Scholar
• Robert-Lachaine, X., Mecheri, H., Muller, A., Larue, C., & Plamondon, A. (2020). Validation of a low-cost inertial motion capture system for whole-body motion analysis. Journal of Biomechanics, 99, 109520. https://doi.org/10.1016/j.jbiomech.2019.109520
   PubMed Web of Science ®Google Scholar
• Shi, Y., Ozaki, A., Honda, M. (2020). Kinematic analysis of figure skating jump by using wearable inertial measurement units. In Presented at the 13th Conference of the International Sports Engineering Association (Vol. 22, pp. 25). Procedings. https://doi.org/10.3390/proceedings2020049124
   Google Scholar
• Steels, T., Van Herbruggen, B., Fontaine, J., De Pessemier, T., Plets, D., & De Poorter, E. (2020). Badminton activity recognition using accelerometer data. Sensors, 20(17), 4685. https://doi.org/10.3390/s20174685
   PubMed Web of Science ®Google Scholar
• Tomita, Y., Iizuka, T., Irisawa, K., & Imura, S. (2021). Detection of movement events of long-track speed skating using wearable inertial sensors. Sensors, 21(11), 3649. https://doi.org/10.3390/s21113649
   PubMed Web of Science ®Google Scholar
• van der, E. B. J., Gereats, S., & Knobbe, A. (2020). Enhancing the performance of elite speed skaters using SkateView: A new device to measure performance in speed skating. Proceedings: A Conference of the American Medical Informatics Association / AMIA Annual Fall Symposium AMIA Fall Symposium, 49(1), 133. https://doi.org/10.3390/proceedings2020049133
   Google Scholar
• van der Kruk, E., den Braver, O., Schwab, A. L., van der Helm, F. C. T., & Veeger, H. E. J. (2016). Wireless instrumented klapskates for long-track speed skating. Sports Engineering, 19(4), 273–281. https://doi.org/10.1007/s12283-016-0208-8
   Google Scholar
• van der Kruk, E., Reijne, M. M., de Laat, B., & Veeger, D. H. E. J. (2019). Push-off forces in elite short-track speed skating. Sports Biomechanics, 18(5), 527–538. https://doi.org/10.1080/14763141.2018.1441898
   PubMed Web of Science ®Google Scholar
• van der, E. B. J., Veeger, D., & de Koning, J. (2020). Validation of a 5-dof instrumented speed skate; towards a power meter for speed skating. ISBS Proceedings Archive, 38(1), 1.
   Google Scholar
• van Ingen Schenau, G. J., de Koning, J. J., & de Groot, G. (1994). Optimisation of sprinting performance in running, cycling and speed skating. Sports Medicine, 17(4), 259–275. https://doi.org/10.2165/00007256-199417040-00006
   PubMed Web of Science ®Google Scholar
• Whiteside, D., Cant, O., Connolly, M., & Reid, M. (2017). Monitoring hitting load in tennis using inertial sensors and machine learning. International Journal of Sports Physiology and Performance, 12(9), 1212–1217. https://doi.org/10.1123/ijspp.2016-0683
   PubMed Web of Science ®Google Scholar
• Wilmes, E., de Ruiter, C. J., Beers, L. G. M., de Koning, L., Brink, M. S., & Savelsbergh, G. J. P. (2023). New training load metrics in field hockey using inertial measurement units. EJSS, 1–9. Advance online publication. https://doi.org/10.1080/17461391.2023.2214786
   Google Scholar