Basketball Movements Recognition Using a Wrist Wearable Inertial Measurement Unit

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 机器人学研究室

	Basketball Movements Recognition Using a Wrist Wearable Inertial Measurement Unit
	Yan, Dongmei 2; Zhao YL(赵玉良)2 ; Peng, Haoyu 2; Yang, Taicheng 2; Sha, Xiaopeng 2; Liu LQ(刘连庆)1 ; Ma, Ruijie 2
	2018
会议日期	December 5-7, 2018
会议地点	Shenzhen, China
关键词	Wearable device Inertial measurement unit Sports analysis Basketball movements Movement assessment
页码	73-76
英文摘要	The traditional basketball training is unable to be quantified and shared with others for it heavily relies on the coach's experience. In this paper, we develop an inertial measurement unit (IMU) to collect movement data of the basketball player and identify his postures, which helps improve the coach's guidance and the athletes' skills in a quality manner. Additionally, the IMU sensor is designed to recognize nine kinds of basic basketball movements, such as stand, walk, run, jump, in-situ dribble, dribble while walking, dribble while running, set shot, and jump shot. Experimentally, the IMU sensor is worn on the player's right wrist. Meanwhile, the player's movements are captured by the sports camera (GoPro Hero 6) for reference. Further, five features are extracted from y-axis acceleration (YAA) data and z-axis angular velocity (ZAAV) data for the analysis of basketball movements. Finally, a 98.9% accuracy rate of recognizing each basic basketball movement of one player is achieved by using a neural network algorithm.
产权排序	2
会议录	Proceedings of the 1st IEEE International Conference on Micro/Nano Sensors for AI, Healthcare and Robotics
会议录出版者	IEEE
会议录出版地	New York
语种	英语
ISBN号	978-1-5386-9408-4
WOS记录号	WOS:000470204100016
内容类型	会议论文
源URL	[http://ir.sia.cn/handle/173321/24697]
专题	沈阳自动化研究所_机器人学研究室
通讯作者	Yan, Dongmei; Zhao YL(赵玉良)
作者单位	1.Chinese Academy of Sciences, State Key Laboratory of Robotics, Shenyang Institute of Automation, China 2.Northeastern University at Qinhuangdao, School of Control Engineering, Qinhuangdao 066004, China
推荐引用方式 GB/T 7714	Yan, Dongmei,Zhao YL,Peng, Haoyu,et al. Basketball Movements Recognition Using a Wrist Wearable Inertial Measurement Unit[C]. 见:. Shenzhen, China. December 5-7, 2018.