1,325
Views
1
CrossRef citations to date
0
Altmetric
Research Article

New training load metrics in field hockey using inertial measurement units

, ORCID Icon, , , &

References

  • Bastiaansen, B. J., Vegter, R. J., Wilmes, E., de Ruiter, C. J., Lemmink, K. A., & Brink, M. S. (2022). Biomechanical load quantification using a lower extremity inertial sensor setup during football specific activities. Sports Biomechanics, 1–16. https://doi.org/10.1080/14763141.2022.2051596
  • Bates, D., Mächler, M., Bolker, B., & Walker, S. (2014). Fitting linear mixed-effects models using lme4. arXiv preprint arXiv:14065823.
  • Cornelissen, M., Kemler, E., Verhagen, E., & Gouttebarge, V. (2020). A systematic review of injuries in recreational field hockey: From injury problem to prevention. Journal of Sports Sciences, 38(17), 1953–1974. https://doi.org/10.1080/02640414.2020.1764898
  • Delfino Barboza, S., Joseph, C., Nauta, J., Van Mechelen, W., & Verhagen, E. (2018). Injuries in field hockey players: A systematic review. Sports Medicine, 48(4), 849–866. https://doi.org/10.1007/s40279-017-0839-3
  • de Ruiter, C. J., Goudsmit, J. F., Van Tricht, J. A., & de Haan, A. (2007). The isometric torque at which knee-extensor muscle reoxygenation stops. Medicine & Science in Sports & Exercise, 39(3), 443–453. https://doi.org/10.1249/mss.0b013e31802dd3cc
  • de Ruiter, C. J., & van Dieën, J. H. (2019). Stride and step length obtained with inertial measurement units during maximal sprint acceleration. Sports, 7(9), 202. https://doi.org/10.3390/sports7090202
  • Edwards, W. B. (2018). Modeling overuse injuries in sport as a mechanical fatigue phenomenon. Exercise and Sport Sciences Reviews, 46(4), 224–231. https://doi.org/10.1249/JES.0000000000000163
  • Ekstrand, J., Bengtsson, H., Waldén, M., Davison, M., Khan, K. M., & Hägglund, M. (2023). Hamstring injury rates have increased during recent seasons and now constitute 24% of all injuries in men’s professional football: The UEFA Elite Club Injury Study from 2001/02 to 2021/22. British Journal of Sports Medicine, 57, 292–298. https://doi.org/10.1136/bjsports-2021-105407.
  • Faber, G. S., Chang, C., Kingma, I., Dennerlein, J., & Van Dieën, J. (2016). Estimating 3D L5/S1 moments and ground reaction forces during trunk bending using a full-body ambulatory inertial motion capture system. Journal of Biomechanics, 49(6), 904–912. https://doi.org/10.1016/j.jbiomech.2015.11.042
  • Farrokhi, S., Pollard, C. D., Souza, R. B., Chen, Y.-J., Reischl, S., & Powers, C. M. (2008). Trunk position influences the kinematics, kinetics, and muscle activity of the lead lower extremity during the forward lunge exercise. Journal of Orthopaedic & Sports Physical Therapy, 38(7), 403–409. https://doi.org/10.2519/jospt.2008.2634
  • Ibrahim, R., Faber, G. S., Kingma, I., & van Dieën, J. H. (2017). Kinematic analysis of the drag flick in field hockey. Sports Biomechanics, 16(1), 45–57. https://doi.org/10.1080/14763141.2016.1182207
  • Jennings, D. H., Cormack, S. J., Coutts, A. J., & Aughey, R. J. (2012). International field hockey players perform more high-speed running than national-level counterparts. Journal of Strength and Conditioning Research, 26(4), 947–952. https://doi.org/10.1519/JSC.0b013e31822e5913
  • Johnson, W. R., Mian, A., Robinson, M. A., Verheul, J., Lloyd, D. G., & Alderson, J. A. (2020). Multidimensional ground reaction forces and moments from wearable sensor accelerations via deep learning. IEEE Transactions on Biomedical Engineering, 68(1), 289–297. https://doi.org/10.1109/TBME.2020.3006158
  • Kamstra, H., Wilmes, E., & van der Helm, F. C. (2022). Quantification of error sources with inertial measurement units in sports. Sensors, 22(24), 9765. https://doi.org/10.3390/s22249765
  • Leinonen, V., Kankaanpää, M., Airaksinen, O., & Hänninen, O. (2000). Back and hip extensor activities during trunk flexion/extension: Effects of low back pain and rehabilitation. Archives of Physical Medicine and Rehabilitation, 81(1), 32–37. https://doi.org/10.1016/s0003-9993(00)90218-1
  • Lim, J. Z., Sim, A., & Kong, P. W. (2021). Wearable technologies in field hockey competitions: A scoping review. Sensors, 21(15), 5242. https://doi.org/10.3390/s21155242
  • Madgwick, S. O., Harrison, A. J., & Vaidyanathan, A. (2011). Estimation of IMU and MARG orientation using a gradient descent algorithm. Ieee International Conference on Rehabilitation Robotics, 2011, 5975346. https://doi.org/10.1109/ICORR.2011.5975346
  • McKay, A. K., Stellingwerff, T., Smith, E. S., Martin, D. T., Mujika, I., Goosey-Tolfrey, V. L., Sheppard, J., & Burke, L. M. (2022). Defining training and performance caliber: A participant classification framework. International Journal of Sports Physiology and Performance, 17(2), 317–331. https://doi.org/10.1123/ijspp.2021-0451
  • Ng, L., Sherry, D., Loh, W. B., Sjurseth, A. M., Iyengar, S., Wild, C., & Rosalie, S. (2016). The prevalence and severity of injuries in field hockey DraG flickers: A retrospective cross-sectional study. Journal of Sports Sciences, 34(18), 1746–1751. https://doi.org/10.1080/02640414.2015.1136072
  • Rees, H., McCarthy Persson, U., Delahunt, E., Boreham, C., & Blake, C. (2020a). Epidemiology of injuries in senior men’s field hockey: A two-season prospective observational injury surveillance study. Journal of Sports Sciences, 38(24), 2842–2849. https://doi.org/10.1080/02640414.2020.1802094
  • Rees, H., McCarthy Persson, U., Delahunt, E., Boreham, C., & Blake, C. (2021). The burden of injury in field hockey: A secondary analysis of prospective cohort data. Scandinavian Journal of Medicine & Science in Sports, 31(4), 884–893. https://doi.org/10.1111/sms.13904
  • Rees, H., Shrier, I., McCarthy Persson, U., Delahunt, E., Boreham, C., & Blake, C. (2020b). Transient injuries are a problem in field hockey: A prospective one-season cohort study. Translational Sports Medicine, 3(2), 119–126. https://doi.org/10.1002/tsm2.126
  • Schoenfeld, B. J. (2010). Squatting kinematics and kinetics and their application to exercise performance. The Journal of Strength & Conditioning Research, 24(12), 3497–3506. https://doi.org/10.1519/JSC.0b013e3181bac2d7
  • Steijlen, A., Burgers, B., Wilmes, E., Bastemeijer, J., Bastiaansen, B. J. C., French, P., Bossche, A., Jansen. (2021). Smart sensor tights: Movement tracking of the lower limbs in football. Wearable Technology, 2, e17. http://doi.org/10.1017/wtc.2021.16
  • Takahashi, I., Kikuchi, S.-i., Sato, K., & Sato, N. (2006). Mechanical load of the lumbar spine during forward bending motion of the trunk–A biomechanical study. Spine, 31(1), 18–23. https://doi.org/10.1097/01.brs.0000192636.69129.fb
  • Team RC. (2021). R: A language and environment for statistical computing. Vienna, Austria.
  • Vanrenterghem, J., Nedergaard, N. J., Robinson, M. A., & Drust, B. (2017). Training load monitoring in team sports: A novel framework separating physiological and biomechanical load-adaptation pathways. Sports Medicine, 47(11), 2135–2142. https://doi.org/10.1007/s40279-017-0714-2
  • Van Trigt, B., Schallig, W., Van der Graaff, E., Hoozemans, M. J., & Veeger, D. (2018). Knee angle and stride length in association with ball speed in youth baseball pitchers. Sports, 6(2), 51. https://doi.org/10.3390/sports6020051
  • Verheul, J., Nedergaard, N. J., Vanrenterghem, J., & Robinson, M. A. (2020). Measuring biomechanical loads in team sports–from lab to field. Science and Medicine in Football, 4(3), 246–252. https://doi.org/10.1080/24733938.2019.1709654
  • Warman, G. E., Cole, M. H., Johnston, R. D., Chalkley, D., & Pepping, G.-J. (2019). Using microtechnology to quantify torso angle during match-play in field hockey. Journal of Strength and Conditioning Research, 33(10), 2648–2654. https://doi.org/10.1519/JSC.0000000000003238
  • Wilmes, E., Bastiaansen, B. J. C., de Ruiter, C. J., Vegter, R. J. K., Brink, M. S., Weersma, H., Goedhart, E. A., Lemmink, K. A. P. M., & Savelsbergh, G. J. P. (2022). Construct validity and test–retest reliability of hip load compared with playerload during football-specific running, kicking, and jumping tasks. International Journal of Sports Physiology and Performance, 1, 3–10. https://doi.org/10.1123/ijspp.2022-0194. In press.
  • Wilmes, E., de Ruiter, C. J., Bastiaansen, B. J., Zon, J. F. J. A. v., Vegter, R. J. K., Brink, M. S., Goedhart, E. A., Lemmink, K. A. P. M., & Savelsbergh, G. J. P. (2020). Inertial sensor-based motion tracking in football with movement intensity quantification. Sensors, 20(9), 2527. https://doi.org/10.3390/s20092527