Motion Analysis of Football Kick Based on an IMU Sensor

被引:11
|
作者
Yu, Chun [1 ]
Huang, Ting-Yuan [1 ]
Ma, Hsi-Pin [2 ,3 ]
机构
[1] Natl Tsing Hua Univ, Interdisciplinary Program Engn, Hsinchu 300044, Taiwan
[2] Natl Tsing Hua Univ, Dept Elect Engn, Hsinchu 300044, Taiwan
[3] Natl Tsing Hua Univ, Ctr Sport Sci & Technol, Hsinchu 300044, Taiwan
关键词
sports technology; football; motion analysis; IMU; trajectory reconstruction; TRACKING; VELOCITY;
D O I
10.3390/s22166244
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A greater variety of technologies are being applied in sports and health with the advancement of technology, but most optoelectronic systems have strict environmental restrictions and are usually costly. To visualize and perform quantitative analysis on the football kick, we introduce a 3D motion analysis system based on a six-axis inertial measurement unit (IMU) to reconstruct the motion trajectory, in the meantime analyzing the velocity and the highest point of the foot during the backswing. We build a signal processing system in MATLAB and standardize the experimental process, allowing users to reconstruct the foot trajectory and obtain information about the motion within a short time. This paper presents a system that directly analyzes the instep kicking motion rather than recognizing different motions or obtaining biomechanical parameters. For the instep kicking motion of path length around 3.63 m, the root mean square error (RMSE) is about 0.07 m. The RMSE of the foot velocity is 0.034 m/s, which is around 0.45% of the maximum velocity. For the maximum velocity of the foot and the highest point of the backswing, the error is approximately 4% and 2.8%, respectively. With less complex hardware, our experimental results achieve excellent velocity accuracy.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Accuracy Comparisons in IMU sensor and Motion Analysis Software
    Lu, Yi-Ju
    Chang, Chun-Ju
    Chang, Ching-Wei
    Yang, Sai-Wei
    ICMSCE 2018: PROCEEDINGS OF THE 2018 2ND INTERNATIONAL CONFERENCE ON MECHATRONICS SYSTEMS AND CONTROL ENGINEERING, 2015, : 13 - 16
  • [2] A Hybrid Motion Estimation for Video Stabilization Based on an IMU Sensor
    Auysakul, Jutamanee
    Xu, He
    Pooneeth, Vishwanath
    SENSORS, 2018, 18 (08)
  • [3] INTERCEPTION OF A CORNER KICK IN FOOTBALL: A TASK ANALYSIS
    Abellan, J.
    Savelsbergh, G. J. P.
    Contreras Jordan, O. R.
    Vila-Maldonado, S.
    REVISTA INTERNACIONAL DE MEDICINA Y CIENCIAS DE LA ACTIVIDAD FISICA Y DEL DEPORTE, 2016, 16 (61): : 111 - 126
  • [4] Analysis of Corner Kick Success in Elite Football
    Casal, Claudio A.
    Maneiro, Ruben
    Arda, Toni
    Losada, Jose L.
    Rial, Antonio
    INTERNATIONAL JOURNAL OF PERFORMANCE ANALYSIS IN SPORT, 2015, 15 (02) : 430 - 451
  • [5] Application of Deep Learning to IMU sensor motion
    Christian, Matthew
    Uyanik, Cihan
    Erdemir, Erdem
    Kaplanoglu, Erkan
    Bhattacharya, Sambit
    Bailey, Rashad
    Kawamura, Kazuhiko
    Hargrove, S. Keith
    2019 IEEE SOUTHEASTCON, 2019,
  • [6] IMU Sensor Module for the Measurement of High-speed Motion in the Analysis of Human Skills
    Kuwahara, Takashi
    Kawamoto, Hiroaki
    Sankai, Yoshiyuki
    2019 IEEE/SICE INTERNATIONAL SYMPOSIUM ON SYSTEM INTEGRATION (SII), 2019, : 560 - 565
  • [7] Analysis on the Strategies of Penalty Shot and Penalty Kick in the Football Match
    Li, Chunjun
    PROCEEDINGS OF 2014 2ND INTERNATIONAL CONFERENCE IN HUMANITIES, SOCIAL SCIENCES AND GLOBAL BUSINESS MANAGEMENT (ISSGBM 2014), VOL 27, 2014, 27 : 309 - 313
  • [8] GAIT ANALYSIS USING IMU SENSOR
    Gujarathi, Trupti
    Bhole, Kalyani
    2019 10TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT), 2019,
  • [9] Range of motion of body segments is larger during the maximal instep kick than during the submaximal kick in experienced football players
    Langhout, Rob
    Tak, Igor
    van der Westen, Roelof
    Lenssen, Ton
    JOURNAL OF SPORTS MEDICINE AND PHYSICAL FITNESS, 2017, 57 (04): : 388 - 395
  • [10] Inertial Sensor-Based Motion Tracking in Football with Movement Intensity Quantification
    Wilmes, Erik
    de Ruiter, Cornelis J.
    Bastiaansen, Bram J. C.
    van Zon, Jasper E. J. A.
    Vegter, Riemer J. K.
    Brink, Michel S.
    Goedhart, Edwin A.
    Lemmink, Koen A. P. M.
    Savelsbergh, Geert J. P.
    SENSORS, 2020, 20 (09)