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Sport training using body sensor networks: a statistical approach to measure wrist rotation for golf swing

Published: 01 April 2009 Publication History

Abstract

Athletes in any sports can greatly benefit from feedback systems for improving the quality of their training. In this paper, we present a golf swing training system which incorporates wearable motion sensors to obtain inertial information and provide feedback on the quality of movements. The sensors are placed on a golf club and athlete's body at positions which capture the unique movements of a golf swing. We introduce a quantitative model which takes into consideration signal processing techniques on the collected data and quantifies the correctness of the performed actions. We evaluate the effectiveness of our framework on data obtained from four subjects and discuss ongoing research.

References

[1]
A. Viru and M. Viru, Biochemical Monitoring of Sport Training. Human Kinetics, 2001.
[2]
L. Benini, E. Farella, and C. Guiducci, "Wireless sensor networks: Enabling technology for ambient intelligence," Microelectronics Journal, vol. 37, no. 12, pp. 1639--1649, 2006.
[3]
D. Kim, P. Millett, J. Warner, and F. Jobe, "Shoulder Injuries in Golf," American Journal of Sports Medicine, vol. 32, no. 5, p. 1324, 2004.
[4]
K. Watanabe and M. Hokari, "Kinematical analysis and measurement of sports form," Systems, Man and Cybernetics, Part A, IEEE Transactions on, vol. 36, no. 3, pp. 549--557, May 2006.
[5]
P. A. Hume, J. Keogh, and D. Reid, "The role of biomechanics in maximising distance and accuracy of golf shots," Sports Medicine, vol. 35, pp. 429--449(21), 2005.
[6]
A. Cochran, J. Stobbs, and G. S. of Great Britain, Search for the Perfect Swing. Triumph Books, 1968.
[7]
J. Tartagni and P. Schmid, "Putting stroke training aid," Jan. 6 2004, uS Patent 6,672,974.
[8]
D. K. Arvind and A. Bates, "The speckled golfer," in BodyNets '08: Proceedings of the ICST 3rd international conference on Body area networks. ICST, Brussels, Belgium, Belgium: ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering), 2008, pp. 1--7.
[9]
M. Bellagamba, "Athletic swing practice apparatus," Jun. 18 1991, uS Patent 5,024,443.
[10]
D. Donoho, "High-dimensional data analysis: The curses and blessings of dimensionality," Society Conference on Math Challenges of the 21st Century, 2000.
[11]
I. Jolliffe, "Principal component analysis," 2002.
[12]
R. Duda, P. Hart, and D. Stork, Pattern classification and scene analysis. Wiley New York, 1973.
[13]
J. Yu, Q. Tian, T. Rui, and T. Huang, "Integrating Discriminant and Descriptive Information for Dimension Reduction and Classification," IEEE Transactions on Circuits and Systems for Video Technology, vol. 17, no. 3, p. 372, 2007.
[14]
Q. Li, J. Ye, and C. Kambhamettu, "Linear Projection Methods in Face Recognition under Unconstrained Illuminations: A Comparative Study," in IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 2. IEEE Computer Society; 1999, 2004.
[15]
S. Raudys and A. Jain, "Small sample size effects in statistical pattern recognition: recommendations for practitioners," Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 13, no. 3, pp. 252--264, 1991.
[16]
W. Zhao, R. Chellappa, and A. Krishnaswamy, "Discriminant analysis of principal components for face recognition," in Automatic Face and Gesture Recognition, 1998. Proceedings. Third IEEE International Conference on, 1998, pp. 336--341.
[17]
P. Noel, "Golf swing training device," Feb. 22 1994, uS Patent 5,288,073.
[18]
http://www.homeswingtrainer.com/, "Home Swing Trainer."
[19]
R. Jafari, W. Li, R. Bajcsy, S. Glaser, and S. Sastry, "Physical Activity Monitoring for Assisted Living at Home," in IFMBE Proceedings, vol. 13. Springer, 2007, p. 213.
[20]
H. Ghasemzadeh, E. Guenterberg, K. Gilani, and R. Jafari, "Action coverage formulation for power optimization in body sensor networks," in Design Automation Conference, 2008. ASPDAC 2008. Asia and South Pacific, 2008, pp. 446--451.
[21]
H. Ghasemzadeh, J. Barnes, E. Guenterberg, and R. Jafari, "A Phonological Expression for Physical Movement Monitoring in Body Sensor Networks," in Mobile Ad Hoc and Sensor Systems, 2008. MASS 2008. 5th IEEE International Conference on, 2008, pp. 58--68.
[22]
H. Ghasemzadeh, E. Guenterberg, and R. Jafari, "Energy-Efficient Information-Driven Coverage for Physical Movement Monitoring in Body Sensor Networks," IEEE Journal on Selected Areas in Communications, vol. 27, pp. 58--69, 2009.
[23]
M. Mathie, B. Celler, N. Lovell, and A. Coster, "Classification of basic daily movements using a triaxial accelerometer," Medical and Biological Engineering and Computing, vol. 42, no. 5, pp. 679--687, 2004.
[24]
R. Ramachandran, L. Ramanna, G. Hassan, G. Pradhan, R. Jafari, and B. Prabhakaran, "Body Sensor Networks to Evaluate Standing Balance: Interpreting Muscular Activities Based on Inertial Sensors," in HealthNet'08: Proceedings of the 2st ACM SIGMOBILE international workshop on Systems and networking support for healthcare and assisted living environments. ACM, 2008.
[25]
D. Spelmezan and J. Borchers, "Real-time snowboard training system," 2008.
[26]
R. Gonzalez, D. Alvarez, A. Lopez, and J. Alvarez, "Modified Pendulum Model for Mean Step Length Estimation," in Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE, 2007, pp. 1371--1374.
[27]
J. Alvarez, R. Gonzalez, D. Alvarez, A. Lopez, and J. Rodriguez-Uria, "Multisensor Approach to Walking Distance Estimation with Foot Inertial Sensing," in Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE, 2007, pp. 5719--5722.
[28]
R. Urtasun, D. Fleet, and P. Fua, "Monocular 3-D Tracking of the Golf Swing," in Computer Vision and Pattern Recognition, 2005. CVPR 2005. IEEE Computer Society Conference on, vol. 2, 2005.
[29]
I. Karliga and J. Hwang, "Analyzing Human Body 3-D Motion of Golf Swing From Single-Camera Video Sequences," in Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on, vol. 5, 2006.
[30]
A. Baca and P. Kornfeind, "Rapid Feedback Systems for Elite Sports Training," IEEE Pervasive Computing, pp. 70--76, 2006.
[31]
N. Betzler, S. Kratzenstein, F. Schweizer, K. Witte, and G. Shan, "3D Motion Analysis of Golf Swings." Poster at the 9 th International Symposium on the 3D Analysis of Human Movement. Valenciennes, France, 2006.
[32]
K. Teu and F. Fuss, "Using dual number method for motion analysis of left arm in a golf swing," in Proceedings of the 2004 ACM SIGGRAPH international conference on Virtual Reality continuum and its applications in industry table of contents. ACM New York, NY, USA, 2004, pp. 217--220.
[33]
K. King, S. Yoon, N. Perkins, and K. Najafi, "Wireless MEMS inertial sensor system for golf swing dynamics," Sensors&Actuators: A. Physical, vol. 141, no. 2, pp. 619--630, 2008.
[34]
J. Doss, "Swing guide for golfer," Jul. 3 2007, uS Patent 7,238,117.
[35]
R. Kuster, "Golf swing training device," Nov. 20 2003, uS Patent App. 10/717,841.
[36]
J. Lane, "Golf swing training method," Feb. 15 2000, uS Patent 6,024,656.

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cover image Guide Proceedings
BodyNets '09: Proceedings of the Fourth International Conference on Body Area Networks
April 2009
161 pages
ISBN:9789639799417

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ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering)

Brussels, Belgium

Publication History

Published: 01 April 2009

Author Tags

  1. body sensor networks
  2. golf swing
  3. quantitative analysis
  4. sport training

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