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Real-time Location Tracking Analysis of Cross-country Skiing using Various Wearable Devices: A Case Study

다양한 웨어러블 디바이스를 활용한 크로스컨트리스키 실시간 위치 추적: 사례 연구

  • Hwang, Jinny (Department of Health & Exercise Science, Korea National Sport University) ;
  • Kim, Jinhae (Korea National Sport University, Physical Education) ;
  • Kim, Hyeyoung (Korea National Sport University, Division of Liberal Arts and Science) ;
  • Moon, Jeheon (Department of Sports Science, Korea Institute of Sport Science) ;
  • Lee, Jusung (Department of Sport Science, Kangwon National University) ;
  • Kim, Jinhyeok (Department of Industrial & Systems Engineering, Korea Advanced Institute of Science and Technology)
  • Received : 2019.02.22
  • Accepted : 2019.03.26
  • Published : 2019.03.31

Abstract

Objective: The purpose of this study was to confirm that the cross-country ski sprint course in PyeongChang, where the 2018 Winter Olympics course was to utilize wearable devices equipped with inertial measurement unit (IMU), global positioning system (GPS) and heart rates sensor. Method: For the data collection, two national level cross-country (XC) skiers performed classic technique on the entire sprint course. We analyzed cycle characteristics, range of motion on double poling (DP) technique, average velocity, and displacement of 3 points according to the terrain. Results: The absolute cycle time gradually decreased during starting, middle and finish sections. While the length of the DP increased and the heart rates tended to increase for men skier. In addition, the results indicated that range of motion of knee joint during starting and finish section decreased more than middle section. The errors of latitude and longitude data collected through GPS were within 3 m from 3 points. Conclusion: Through the first case study in Korea, which analyzed the location and condition of XC skiers in the entire sprint course in real time, confirmed that feedback was available in the field using various wearable sensors.

Keywords

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Figure 1. Cross-country skiers with IMU, GPS, and heart rates sensor

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Figure 2. Visualizations between time-trial locations and flat, uphill and downhill on the sprint course (left: male, right: female)

Table 1. General characteristics of the 2 professional skiers that participated in the study

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Table 2. The change of cycle characteristic, heart rates, and ROM of double poling technique

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Table 4. Planar displacements calculated through GE and GPS at each point from starting point

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Table 3. The results of average velocity according to the characteristic of sprint course

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References

  1. Bilodeau, B. E. R. N. A. R. D., Boulay, M. R. & Roy, B. (1992). Propulsive and gliding phases in four cross-country skiing techniques. Medicine and Science in Sports and Exercise, 24(8), 917-925.
  2. Bilodeau, B., Rundell, K. W., Roy, B. & Boulay, M. R. (1996). Kinematics of cross-country ski racing. Medicine and Science in Sports and Exercise, 28(1), 128-138. https://doi.org/10.1097/00005768-199601000-00024
  3. Bolger, C. M., Kocbach, J., Hegge, A. M. & Sandbakk, O. (2015). Speed and heart-rate profiles in skating and classical cross-country-skiing competitions. International Journal of Sports Physiology and Performance, 10(7), 873-880. https://doi.org/10.1123/ijspp.2014-0335
  4. Caruso, M., Knaftliz, M. & Cereatti, A. (2018). An innovative MIMU-based procedure for the estimate of the knee flexion-extension angle. Proceedings of the GNB2018. Milan, Italy.
  5. Choi, S. B. & Ryu, J. K. (2011). A kinematic analysis of the national elite cross-country skiers' double poling technique. Korean Journal of Sport Biomechanics, 21(3), 259-268. https://doi.org/10.5103/KJSB.2011.21.3.259
  6. Choi, S. B. & Ryu, J. K. (2012). The kinematic analysis about double poling technique of national cross-country skiers at start & finish phases. Korean Journal of Sport Biomechanics, 22(1), 95-104. https://doi.org/10.5103/KJSB.2012.22.1.095
  7. Hoffman, M. D., Clifford, P. S. & Bender, F. (1995). Effect of velocity on cycle rate and length for three roller skiing techniques. Journal of Applied Biomechanics, 11(3), 257-266. https://doi.org/10.1123/jab.11.3.257
  8. Holmberg, H. C., Lindinger, S., Stoggl, T., Eitzlmair, E. & Muller, E. (2005). Biomechanical analysis of double poling in elite cross-country skiers. Medicine & Science in Sports & Exercise, 37(5), 807-818. https://doi.org/10.1249/01.MSS.0000162615.47763.C8
  9. Kim, K. S. & Yang, D. Y. (1997). The kinematic analysis of V1 skating technique of cross-country ski in uphill slope. Korean Journal of Sport Biomechanics, 7(1), 35-52.
  10. Lindinger, S. J., Stöggl, T., Müller, E. & Holmberg, H. C. (2009). Control of speed during the double poling technique performed by elite cross-country skiers. Medicine & Science in Sports & Exercise, 41(1), 210-220. https://doi.org/10.1249/MSS.0b013e318184f436
  11. Lindinger, S. J. & Holmberg, H. C. (2011). How do elite cross-country skiers adapt to different double poling frequencies at low to high speeds? European Journal of Applied Physiology, 111(6), 1103-1119. https://doi.org/10.1007/s00421-010-1736-8
  12. Millet, G. Y., Hoffman, M. D., Candau, R. B. & Clifford, P. S. (1998). Poling forces during roller skiing: effects of grade. Medicine and Science in Sports and Exercise, 30(11), 1637-1644. https://doi.org/10.1097/00005768-199811000-00013
  13. Mikkola, J., Laaksonen, M., Holmberg, H. C., Vesterinen, V. & Nummela, A. (2010). Determinants of a simulated cross-country skiing sprint competition using V2 skating technique on roller skis. The Journal of Strength & Conditioning Research, 24(4), 920-928. https://doi.org/10.1519/JSC.0b013e3181cbaaaf
  14. Moon, J., Kim, J., Kim, J., Kim, J., Kim, C. & Kim, H. (2018). Roller skiing biomechanical information analysis using GPS, IMU, and atmospheric pressure sensors: a case study. Sports Engineering, 21(4), 341-346. https://doi.org/10.1007/s12283-018-0278-x
  15. Nilsson, J. E., Holmberg, H. C., Tveit, P. & Hallen, J. (2004). Effects of 20-s and 180-s double poling interval training in cross-country skiers. European Journal of Applied Physiology, 92(1-2), 121-127. https://doi.org/10.1007/s00421-004-1042-4
  16. Roetenberg, D., Luinge, H. & Slycke, P. (2009). Xsens MVN: full 6DOF human motion tracking using miniature inertial sensors. Xsens Motion Technologies BV, Tech, Rep, 1.
  17. Roetenberg, D., Luinge, H. & Slycke, P. (2013). Xsens MVN: Full 6DOF Human Motion Tracking Using Miniature Inertial Sensors. Xsens-yhtion julkaisu, 3.
  18. Sandbakk, O., Sandbakk, S. B., Supej, M. & Holmberg, H. C. (2014). The velocity and energy profiles of elite cross-country skiers executing downhill turns with different radii. International Journal of Sports Physiology and Performance, 9(1), 41-47. https://doi.org/10.1123/ijspp.2013-0383
  19. Sandbakk, O. & Holmberg, H. C. (2014). A reappraisal of success factors for Olympic cross-country skiing. International Journal of Sports Physiology and Performance, 9(1), 117-121. https://doi.org/10.1123/ijspp.2013-0373
  20. Stoggl, T., Lindinger, S. & Muller, E. (2007). Analysis of a simulated sprint competition in classical cross country skiing. Scandinavian Journal of Medicine & Science in Sports, 17(4), 362-372. https://doi.org/10.1111/j.1600-0838.2006.00589.x
  21. Stoggl, T., Moller, E. & Lindinger, S. (2008). Biomechanical comparison of the double-push technique and the conventional skate skiing technique in cross-country sprint skiing. Journal of Sports Sciences, 26(11), 1225-1233. https://doi.org/10.1080/02640410802027386
  22. Vesterinen, V., Mikkola, J., Nummela, A., Hynynen, E. & Hakkinen, K. (2009). Fatigue in a simulated cross-country skiing sprint competition. Journal of Sports Sciences, 27(10), 1069-1077. https://doi.org/10.1080/02640410903081860
  23. Wieczorek, J., Guo, Q. & Hijmans, R. (2004). The point-radius method for georeferencing locality descriptions and calculating associated uncertainty. International Journal of Geographical Information Science, 18(8), 745-767. https://doi.org/10.1080/13658810412331280211
  24. Zory, R., Millet, G., Schena, F., Bortolan, L. & Rouard, A. (2006). Fatigue induced by a cross-country skiing KO sprint. Medicine and Science in Sports and Exercise, 38(12), 21-44. https://doi.org/10.1249/01.mss.0000180890.69932.15
  25. Zory, R., Vuillerme, N., Pellegrini, B., Schena, F. & Rouard, A. (2009). Effect of fatigue on double pole kinematics in sprint cross-country skiing. Human Movement Science, 28(1), 85-98. https://doi.org/10.1016/j.humov.2008.05.002