Browse > Article
http://dx.doi.org/10.5392/JKCA.2020.20.03.424

Development of Tennis Training Machine in Ourdoor Environment with Human Tracking  

Yang, Jeong-Yean (목원대학교)
Publication Information
Abstract
This paper focused on the development of sports robot that detects a human player and shots a serve ball automatically. When robot technologies apply to the sports machine, the domain problems occurs such as outdoor environments and playing condition to recognize the visual and the vocal modalities. Gaussian mixture model and Kalman filter are used to detect the player's position in the left, right, and depth direction and to avoid the noises caused by the player's posture variation around the net. The sports robot is designed by the pan-tilt structure to shot a serve ball by pneumatic control under the multi layered software architecture. Finally, the proposed tracking and the machine performance are discussed by experimental results.
Keywords
Sports Robot; Position Tracking; Gaussian Mixture Model; Visual Processing;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 B. D. Lucas and T. Kanade, "An Iterative Image Registration Technique with an Application to Stereo Vision," Int'l Joint Conf. on Artificial Intelligence, pp.674-679, 1981.
2 C. Tomasi and T. Kanade, Detection and Tracking of Point Features, Technical Report CMU-CS-91-132, CMU, 1991.
3 윤재홍, 최효승, "스포테인먼트 실감자전거 시뮬레이터 개발," 한국콘텐츠학회논문지, 제14권, 제2호, pp.10-18, 2014.   DOI
4 D. I. Choi, Development of a 2-wheel self-balanced mobile platform and the robust control by disturbance observer, KAIST, pp.5-23, 2007.
5 D. Geromino, A. D. Sappa, A. Lopez, and D. Ponsa, "Pedestrian Detection using Adaboost Learning of Features and Vehicle Pitch Estimation," Int'l Conf. Visualization, Imaging, and Image processing, Aug. 28-30, pp.400-405, 2006.
6 F. A. Purol, M. Pujol, A. J. Morenilla, and M. J. Pujol, "Face Detection based on Skin Color Segmentation using Fuzzy Entropy," Entropy, Vol.19, No.1, pp.1-22, 2017.   DOI
7 J. M. Chaves-Gonzalez, M. A. Vega-Rodriguez, J. A. Gomez-Pulido, and J. M. Sanchez-Perez, "Detecting Skin in Face Recognition Systems: A Colour Spaces Study," Digital Signal Processing, Vol.20, No.3, pp.806-823, 2010.   DOI
8 N. Dalal and B. Triggs, "Histograms of Oriented Gradients for Human Detection," IEEE Computer Society Conf. on Computer Vision and Pattern Recognition, pp.886-893, 2005.
9 K. P. Murphy, Machine Learning: A Probabilistic Perspective, MIT Press, pp.337-341, 2012.
10 A. K. Pandey and R. Gelin, "A Mass Produced Sociable Humanoid Robot: Pepper: The First Machine of its Kind," IEEE Robotics & Automation Magazine, Vol.25, Issue.3, pp.1-10, 2018(7).