研究生: |
陳鋒 Chen, Feng |
---|---|
論文名稱: |
開發智慧棒球打擊手套分析揮棒運動學 Development of an Intelligent Baseball Batting Glove for Analyzing Swing Biomechanics |
指導教授: |
相子元
Shiang, Tzyy-Yuang |
口試委員: |
陳韋翰
Chen, Wei-Han 劉強 Liu, Chiang 相子元 Shiang, Tzyy-Yuang |
口試日期: | 2024/06/06 |
學位類別: |
碩士 Master |
系所名稱: |
運動競技學系 Department of Athletic Performance |
論文出版年: | 2025 |
畢業學年度: | 113 |
語文別: | 中文 |
論文頁數: | 56 |
中文關鍵詞: | 棒球打擊 、穿戴式裝置 、揮棒速度 |
英文關鍵詞: | baseball batting, wearable devices, swing speed |
研究方法: | 實驗設計法 、 比較研究 |
DOI URL: | http://doi.org/10.6345/NTNU202500438 |
論文種類: | 學術論文 |
相關次數: | 點閱:32 下載:0 |
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緒論:慣性感測器 (Inertial Measurement Unit, IMU) 已被廣泛安裝於球棒尾部,用以測量棒球打擊者揮棒的運動學參數。然而,將 IMU 固定於棒尾可能使打者在握持長棒時感到不適。目的: 將IMU 固定於右打者前導手手背處,並開發揮棒運動學參數之演算法,旨在獲取打者在揮擊期的三軸合加速度、最大揮棒速度、揮擊期時間、最大揮棒速度時間差與擊中球瞬間之球棒進攻、垂直、水平角度;分析IMU與動作捕捉系統的信效度,並評估IMU所計算揮棒參數應用在不同層級打擊者的鑑別度。方法:大專公開一級組與一般組選手各 20 位參與本次研究,所有受試者之打擊習慣皆為右打者,每位受試者進行20次靜置於打擊座的球擊打實驗。同時使用 IMU 與動作捕捉系統收取數據並分析儀器之間的信效度;並檢驗IMU測得的揮棒速度和球棒角度的誤差值是否分別不超過 ±1.5 m/s 和 ±3°。結果: 兩組選手在兩種儀器下的揮擊期揮棒參數顯示出顯著的正相關 (mean r = .908),且組內相關係數 (ICC) 顯示較高的一致性 (mean ICC = .861);然而,在擊球瞬間,球棒的進攻角度、垂直角度和水平角度僅為中度相關 (mean r = .639)。此外,兩組層級打者的所有揮棒運動學參數均顯示系統性偏差 (p < .001)。在整體打擊者的揮棒參數結果中,只有揮棒速度 (+1.4 m/s) 和球棒進攻角度 (-3.0 deg) 位於預設目標範圍內,其餘參數均超出了預期範圍。結論:整體揮棒速度和進攻角度的測量結果位於設定之誤差值範圍內,但其他球棒角度皆超出了誤差值範圍,顯示慣性感測器在測量揮棒速度與進攻角度方面具有可靠性,但仍需進一步分析其他球棒角度測量中的誤差來源。
Introduction: Inertial measurement units (IMUs) have been widely mounted on the knob of baseball bats to measure the kinematic parameters of a batter’s swing. However, attaching an IMU to the bat knob may cause discomfort when gripping a long bat. Objective: This study aims to develop an algorithm for extracting swing kinematic parameters by affixing an IMU to the dorsal side of the lead hand of right-handed batters. Specifically, it seeks to measure the three-axis resultant acceleration, peak bat speed, swing duration, time to peak bat speed, and bat attack, vertical, and horizontal angles at ball impact. Additionally, the study examines the reliability and validity of IMU-based measurements compared to a motion capture system and evaluates the discriminative ability of IMU-derived swing parameters among batters of different skill levels. Methods: A total of 40 collegiate baseball players, including 20 participants from the top division and 20 from the general division, were recruited for this study. All participants were right-handed batters and performed 20 trials of stationary tee batting. Data were collected simultaneously using both the IMU and the motion capture system to analyze the reliability and validity of the instruments. The accuracy of IMU-derived swing speed and bat angles was assessed based on predefined error thresholds of ±1.5 m/s and ±3°, respectively. Results: The swing parameters for both groups of players showed a significant positive correlation under both instruments (mean r = .908), with good intra-class correlation coefficient (ICC) stability (mean ICC = .861). However, the bat attack angle, vertical angle, and horizontal angle at the moment of impact showed only moderate correlation (mean r = .639). All swing kinematic parameters across the two skill level groups exhibited systematic bias (p < .001). Among the swing parameters for both groups, only the swing speed (+1.4 m/s) and bat attack angle (-3.0°) were within the target range, while the remaining parameters exceeded the set targets. Conclusion: The IMU demonstrated reliable measurements for swing speed and attack angle within the predefined error thresholds. However, the bat angles at impact exceeded the acceptable error margins, suggesting the need for further analysis to identify potential sources of measurement errors in bat angle estimation.
Adair, R. K. (1990). The Physics of Baseball. Harper & Row NewYork.
Adair, R. K. (2002). The Physics of Baseball. 3rd. New York: Perennial.
Adair, R. K., & Chew, G. F. (1990). The Physics of Baseball. American Institute of Physics.
Breen, J. L. (1967). What makes a good hitter?. Journal of Health, Physical Education, Recreation, 38(4), 36-39.
Bailey, C. A., McInnis, T. C., & Batcher, J. J. (2016). Bat swing mechanical analysis with an inertial measurement unit: reliability and implications for athlete monitoring. Journal of Trainology, 5(2), 43-45.
Cooper, G., Sheret, I., McMillian, L., Siliverdis, K., Sha, N., Hodgins, D., ... & Howard, D. (2009). Inertial sensor-based knee flexion/extension angle estimation. Journal of Biomechanics, 42(16), 2678-2685.
Chun, S., Kang, D., Choi, H. R., Park, A., Lee, K. K., & Kim, J. (2014). A sensor-aided self coaching model for uncocking improvement in golf swing. Multimedia Tools and Applications, 72, 253-279.
Camomilla, V., Bergamini, E., Fantozzi, S., & Vannozzi, G. (2018).Trends supporting the in-field use of wearable inertial sensors for sport performance evaluation: A systematic review. Sensors, 18(3), 873.
Crisco, J. J., Greenwald, R. M., Blume, J. D., & Penna, L. H. (2002). Batting performance of wood and metal baseball bats. Medicine & Science in Sports & Exercise, 34(10), 1675-1684.
Chen, W.-H., Feng, Y.-C., Yeh, M.-C., Ma, H.-P., Liu, C & Wu, C.-W. (2022). Impact position estimation for baseball batting with a force-irrelevant vibration feature. Sensors, 22(4), 1553.
Diebel, J. (2006). Representing attitude: Euler angles, unit quaternions, and rotation vectors. Matrix, 58(15-16), 1-35.
Dowling, B., & Fleisig, G. S. (2016). Kinematic comparison of baseball batting off of a tee among various competition levels. Sports Biomechanics, 15(3), 255-269.
Delgado-García, G., Vanrenterghem, J., Ruiz-Malagón, E. J., Molina-García, P., Courel-Ibáñez, J., & Soto-Hermoso, V. M. (2021). IMU gyroscopes are a valid alternative to 3D optical motion capture system for angular kinematics analysis in tennis. Proceedings of the Institution of Mechanical Engineers, 235(1), 3-12.
Escamilla, R. F., Fleisig G. S., DeRenne C., Taylor M. K., Moorman 3rd C. T., Rodney, I., Edward, B. & Andrews, J. R. (2009).A comparison of age level on baseball hitting kinematics. Journal of Applied Biomechanics, 25(3), 210-218.
Fortenbaugh, D, Fleisig, G, Onar-Thomas, A & Asfour, S. (2011). The effect of pitch type on ground reaction forces in the baseball swing. Sports Biomechanics, 10(4), 270-279.
Fleisig, G. S., & Kwon, Y.-H. (2011). Editorial. Sports Biomechanics, 10, 269.
Greenwald, R. M., Penna, L. H., & Crisco, J. J. (2001). Differences in batted ball speed with wood and aluminum baseball bats: a batting cage study. Journal of Applied Biomechanics, 17(3), 241- 252.
Gordon, B. J., & Dapena, J. (2006). Contributions of joint rotationsto racquet speed in the tennis serve. Journal of Sports Sciences, 24(1), 31-49.
Gray, R. (2009). A model of motor inhibition for a complex skill: Baseball batting. Journal of Experimental Psychology, 15, 91–105.
Ghasemzadeh, H., Loseu, V., & Jafari, R. (2009). Wearable coach for sport training: A quantitative model to evaluate wrist-rotation in golf. Journal of Ambient Intelligence and Smart Environments, 1(2), 173-184.
Hume, P. A., Keogh, J., & Reid, D. (2005). The role of biomechanics in maximising distance and accuracy of golf shots. Sports Medicine, 35, 429-449.
Horiuchi, G., & Sakurai, S. (2016). Kinetic analyses on increase of bat head speed in baseball batting. International Journal of Sport and Health Science, 14, 94-101.
Inkster, B., Murphy, A., Bower, R., & Watsford, M. (2011). Differences in the kinematics of the baseball swing between hitters of varying skill. Medicine and Science in Sports and Exercise, 43(6), 1050-1054
Jadischke, R., Viano, D. C., Dau, N., King, A. I., & McCarthy, J. (2013). On the accuracy of the Head Impact Telemetry (HIT) System used in football helmets. Journal of Biomechanics, 46(13), 2310-2315.
Katsumata, H. (2007). A functional modulation for timing a movement: A coordinative structure in baseball batting. Human Movement Sciences, 26(1), 27-47.
King, K., Yoon, S. W., Perkins, N. C., & Najafi, K. (2008). Wireless MEMS inertial sensor system for golf swing dynamics. Sensors and Actuators : Physical, 141(2), 619-630.
King, K., Hough, J., McGinnis, R., & Perkins, N. C. (2012). A new technology for resolving the dynamics of a swinging bat. Sports Engineering, 15, 41-52.
Kos, M., & Kramberger, I. (2019). Smart wearables for tennis game performance analysis. Proceedings of the Sports Science and Human Health-Different Approaches, 1-18.
Kim, M., & Park, S. (2020). Golf swing segmentation from a single IMU using machine learning. Sensors, 20(16), 4466.
Kato, M., & Yanai, T. (2022). Launch fly balls for better batting statistics: Applicability of “fly-ball revolution” to Japan’s professional baseball league. International Journal of Performance Analysis in Sport, 22(3), 437-453.
Kidokoro, S., & Morishita, Y. (2021). Relationship between impact characteristics and launch direction in softball hitting: A study involving elite players. Plos One, 16(11), e0260520.
Lai, D. T., Hetchl, M., Wei, X., Ball, K., & Mclaughlin, P. (2011).On the difference in swing arm kinematics between low handicap golfers and non-golfers using wireless inertial sensors. Procedia Engineering, 13, 219-225.
Lightman, K. (2016). Silicon gets sporty. IEEE Spectrum, 53(3), 48-53.
Lyu, B., & Smith, L. V. (2018). Evaluation of wireless bat swing speed sensors. Sports Engineering, 21, 229-234.
Myers, N. L., Kibler, W. B., Axtell, A. H., & Uhl, T. L. (2019). The Sony Smart Tennis Sensor accurately measures external workload in junior tennis players. International Journal of Sports Science & Coaching, 14(1), 24-31.
Morishita, Y., & Jinji, T. (2022). Accuracy and Error Trends of Commercially Available Bat Swing Sensors in Baseball. Sports, 10(2), 21.
Nam, C. N. K., Kang, H. J., & Suh, Y. S. (2013). Golf swing motion tracking using inertial sensors and a stereo camera. IEEE Transactions on Instrumentation and measurement, 63(4), 943-952.
Nathan, A. M., Cantakos, J., Kesman, R., Mathew, B., & Lukash, W. (2012). Spin of a batted baseball. Procedia Engineering, 34, 182-187.
Pedley, M. (2013). Tilt sensing using a three-axis accelerometer. Freescale Semiconductor Application Note, 1, 2012-2013.
Punchihewa, N. G., Miyazaki, S., Chosa, E., & Yamako, G. (2020).Efficacy of inertial measurement units in the evaluation of trunk and hand kinematics in baseball hitting. Sensors, 20(24), 7331.
Punchihewa, N. G., Arakawa, H., Chosa, E. & Yamako, G. (2021). A hand-worn inertial measurement unit for detection of bat-ballimpact during baseball hitting. Sensors, 21(9), 3002.
Sawicki, G. S., Hubbard, M., & Stronge, W. J. (2003). How to hit home runs: Optimum baseball bat swing parameters for maximum range trajectories. American Journal of Physics, 71(11), 1152-1162.
Szymanski, D. J., DeRenne, C., & Spaniol, F. J. (2009). Contributing factors for increased bat swing velocity. The Journal of Strength & Conditioning Research, 23(4), 1338-1352.
Seaman, A., & McPhee, J. (2012). Comparison of optical and inertial tracking of full golf swings. Procedia Engineering, 34, 461-466.
Sharma, A., Agarwal, M., Sharma, A., & Dhuria, P. (2013). Motioncapture process, techniques and applications. Int. J. Recent Innov. Trends Comput. Commun, 1, 251-257.
Stewart, E., Stewart, M., Arachchige, S. N. K., Turner, A., Knight, A., Johnson, J., ... & Chander, H. (2021). Validation of a Bat Handle Sensor for Measuring Bat Velocity, Attack Angle, and Vertical Angle. International Journal of Kinesiology and Sports Science, 9(2), 28-32.
Tygiel, J. (2001). Past time: Baseball as history. Oxford University Press.
Tabuchi, N., Matsuo, T., & Hashizume, K. (2007). Bat speed, trajectory, and timing for collegiate baseball batters hitting a stationary ball. Sports Biomechanics, 6(1), 17-30.
Verheul, J., Nedergaard, N. J., Vanrenterghem, J., & Robinson, M. A. (2020). Measuring biomechanical loads in team sports–from lab to field. Science and Medicine in Football, 4(3), 246-252.
Williams, T., & Underwood, J. (1986). Science of Hitting. Simon and Schuster.
Williams, T., & Underwood, J. (2013). The Science of Hitting. NewYork: Simon & Schuster.
Welch, C. M., Banks, S. A., Cook, F. F. & Draovitch, P. (1995). Hitting a baseball: A biomechanical description. Journal of Orthopaedic & Sports Physical Therapy, 22(5), 193-201.
Wright, I. (2008). Motion capture in golf. International Journal of Sports Science and Coaching, 3, 161-182.
Williams, C. C., Gdovin, J. R., Wilson, S. J., Cazas-Moreno, V. L., Eason, J. D., Hoke, E. L., ... & Garner, J. C. (2019). The effects of various weighted implements on baseball swing kinematics in collegiate baseball players. The Journal of Strength & Conditioning Research, 33(5), 1347-1353.
Williams, C. C., Donahue, P. T., Wilson, S. J., Mouser, J. G., Hill, C. M., Luginsland, L. A., ... & Garner, J. C. (2020). Examining changes in bat swing kinematics in different areas of the strike zone in collegiate baseball players. International Journal of Kinesiology and Sports Science, 8(2), 1-6.
Yang, W.-W., Liu, Y.-C., Chen, W.-H., Tai, H.-H., Sato, K., Ma, H.-P & Liu, C. (2021). Hitting weighted baseball enhances the experience of bat–ball contacts. Sports Biomechanics, 1-12.