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http://dx.doi.org/10.7583/JKGS.2013.13.2.29

A Method for Tennis Swing Recognition Using Accelerator Sensors on a Smartphone  

Kim, Sangchul (Dept. of Computer Science and Engineering, Hankuk University of Foreign Studies)
Che, Zhong Yong (Dept. of Computer Science and Engineering, Hankuk University of Foreign Studies)
Abstract
Recently there has been an increasing interest on tangible games in which human motions are recognized rather than the handling of keyboards and mouses. Such games require a motion controller for recognizing the motions of users. In this paper, we analyze the characteristics of values of accelerator sensors which are generated by a user who perform a tennis swing while holding a smartphone with his/her hand, and propose a method for motion recognition based on DWT(Discrete Wavelet Transform). The proposed method enables a smartphone to serve as a motion controller, so that a user can enjoy a tangible tennis game without eliminates a need for buying the device. We developed a tennis game prototype using the proposed method. To our experiment, our method showed a high recognition rate and the usefulness in the game.
Keywords
Motion Recognition; Smartphone; Tennis;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
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1 Elif Derya Ubeyil., "Combined Neural Network Model Employing Wavelet Coefficients for ECG Signals Classification," Digital Signal Processing, Vol 19, pp.297-308, 2009.   DOI   ScienceOn
2 Guan-Feng He, Jin-Woong Park, Sun-Kyung Kang, Sung-Tae Jung, "Development of Gesture Recognition-Based 3D Serious Games", Journal of Korea Game Society, Vol. 11, No. 6, pp.103-114, 2011.   과학기술학회마을
3 Yu-Jean Choung, Kyung-Kyu Kang, Dong-Ho Kim, "Example Based Motion Generation and its Applications with Efficient Control for Arbitrary Morphologies", Journal of Korea Game Society, Vol. 9, No. 1, pp.127-134, 2009.   과학기술학회마을
4 Y. Kurihara, et. al., "Estimation of Walking Exercise Intensity Using 3-D Acceleration Sensor," IEEE Transactions on Systems, Man, and Cybernetics, Vol. 42, No. 4, pp.495-500, 2012.   DOI   ScienceOn
5 Hyunju Cho, et. al., "Motion Recognition with Smart Phone Embedded 3-Axis Accelerometer Sensor," Proc. of IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp.919 - 924, 2012.
6 http://www.nintendo.com/wii (last retrieved on April 2012).
7 http://www.xbox.com/en-US/ (last retrieved on April 2012).
8 Y. Ohgi, T.Baba, Uncock Timing in Driver Swing Motion, The Impact of Technology on Sport, ASTA, pp.349-354, 2005.
9 D. James, T. Gibson, W. Uroda, Dynamics of a swing: A study of classical Japanese swordsmanship using accelerometers, The Impact of Technology on Sport, ASTA, pp.355-60, 2005.
10 Amin Ahmadi, et. al., "Investigating the translational and rotational motion of the swing using accelerometers for athlete skill assessment," Proc. of IEEE Sensors, pp.980-983, 2006.
11 Damien Connaghan, et. al., "Multi-Sensor Classification of Tennis Strokes," Proc. of IEEE Sensors, pp.28-31, 2011.
12 Antoon Th. M. Willemsen, Fedde Bloemhof, Herman B. K. Boom, "Automatic Stance-Swing Phase Detection from Accelerometer Data for Personal Nerve Stimulation," IEEE Trans. on Biomedical Engineering, Vol. 37, No. 12, pp.1201-1208, 1990.   DOI   ScienceOn