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Algorithms for tennis racket analysis based on motion data

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Języki publikacji
EN
Abstrakty
EN
Modern technologies, such as motion capture systems (both optical and markerless), are more and more frequently used for athlete performance analysis due to their great precision. Optical systems based on the retro-reflective markers allow for tracking motion of multiple objects of various types. These systems compute human kinetic and kinematic parameters based on biomechanical models. Tracking additional objects like a tennis racket is also a very important aspect for analysing the player’s technique and precision. The motion data gathered by motion capture systems may be used for analysing various aspects that may not be recognised by the human eye or a video camera. This paper presents algorithms for analysis of a tennis racket motion during two of the most important tennis strokes: forehand and backhand. An optical Vicon system was used for obtaining the motion data which was the input for the algorithms. They indicate: the velocity of a tennis racket’s head and the racket’s handle based on the trajectories of attached markers as well as the racket’s orientation. The algorithms were implemented and tested on the data obtained from a professional trainer who participated in the research and performed a series of ten strikes, separately for: 1) forehand without a ball, 2) backhand without a ball, 3) forehand with a ball and 4) backhand with a ball. The computed parameters are gathered in tables and visualised in a graph.
Twórcy
  • Institute of Computer Science, Lublin University of Technology, 36 Nadbystrzycka St., 20-618 Lublin, Poland
autor
  • Institute of Computer Science, Lublin University of Technology, 36 Nadbystrzycka St., 20-618 Lublin, Poland
autor
  • Institute of Computer Science, Lublin University of Technology, 36 Nadbystrzycka St., 20-618 Lublin, Poland
Bibliografia
  • 1. Creveaux, T., Dumas, R., Hautier, C., Mace, P., Cheze, L., Rogowski, I.: Joint Kinetics to Assess the Influence of the Racket on a Tennis Player’s Shoulder. Journal of Sports Science and Medicine, 12, 2013, 259-266.
  • 2. Cross, R., Bower, R.: Effects of swing-weight on swing speed and racket power. Journal of Sports Sciences, 24 (1), 2006, 23-30.
  • 3. Elliott, N., Choppin, S., Goodwill, S.R., Allen, T.: Image-based visual hull of a tennis racket. 9th Conference of the International Sports Engineering Association (ISEA). Procedia Engineering, 34, 2012, 877.
  • 4. Elliott, N., Choppin, S., Goodwill, S. R., Allen T.: Markerless tracking of tennis racket motion using a camera. The 2014 conference of the International Sports Engineering Association. Elsevier. Procedia Engineering, 72, 2014, 344-349.
  • 5. Kopniak, P.: Motion capture using multiple Kinet controllers. Przegląd Elektrotechniczny, 8, 2015, 26-29.
  • 6. Martin, C., Bideau, B., Bideau, N., Nicolas, G., Delamarche, P., Kulpa, R., Flow E.: Analysis During the Tennis Serve: Comparison Between Injured and Noninjured Tennis Players. The American Journal of Sports Medicine, 42, 2014, 2751-2760.
  • 7. Martin, C., Kulpa, R., Delamarche, P., Bideau B.: Professional tennis players’ serve: correlation between segmental angular momentums and ball velocity. Sports Biomechanics, 12 (1), 2013, 2-14.
  • 8. Plug-in Gait Model, www.irc-web.co.jp/vicon\_ web/news\_bn/PIGManualver1.pdf
  • 9. Schorah, D., Choppina, S., Jamesa, D.: Effect of moment of inertia and physical profile on restricted motion swing speed. The 2014 conference of the International Sports Engineering Association. Procedia Engineering, 72, 2014, 593-598.
  • 10. Skublewska-Paszkowska, M., Lukasik, E., Smolka, J., Milosz, M., Plechawska-Wojcik, M., Borys, M., Dzienkowski, M.: Comprehensive measurements of human motion parameters in research projects. In: Candel Torres I., Gomez Chova L., Lopez Martinez A. (Eds) 10th International Technology, Education and Development Conference INTED, 6-9 March 2016, Valencia. Conference proceedings, IATED Academy, 2016, 8597-8605.
  • 11. Washida, Y., Elliott, N., Allen, T.: Measurement of main strings movement and its effect on tennis ball spin. The 2014 conference of the International Sports Engineering Associatio. Procedia Engineering, 72, 2014, 557-562.
  • 12. Whiteside, D., Elliott, B., Lay, B., Reid, M.:A kinematic comparison of successful and unsuccessful tennis serves across the elite development pathway. Human Movement Science, 32, 2013, 822-835.
  • 13. Whiteside, D., Elliott B., Lay, B., Reid, M.: Coordination and variability in the elite female tennis serve. Journal of Sports Sciences, Vol. 33, No. 7, 2015, 675-686.
  • 14. Whiteside, D., Elliott, B., Lay, B., Reid, M.: The Effect of Age on Discrete Kinematics of the Elite Female Tennis Serve. Journal of Applied Biomechanics, 29, 2013, 573-582.
  • 15. Whiteside, D., Elliott, B., Lay B., Reid, M.: The effect of racquet swing weight on serve kinematics in elite adolescent female tennis players. Journal of Science and Medicine in Sport, 17, 2014, 124-128.
Uwagi
Opracowanie ze środków MNiSW w ramach umowy 812/P-DUN/2016 na działalność upowszechniającą naukę.
Typ dokumentu
Bibliografia
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bwmeta1.element.baztech-42ece5c0-5be7-4a29-9094-45544640fe3d
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