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題名:以游泳感測波形演算法分析游泳動作之可行性
書刊名:臺灣體育學術研究
作者:黃谷臣 引用關係潘孟鉉呂子修陳五洲 引用關係
作者(外文):Huang, Ku-chenPan, Meng-shiuanLu, Tzu-hsiuChen, Wu-chou
出版日期:2016
卷期:61
頁次:頁123-138
主題關鍵詞:技術分析動作分類慣性感測器Technique analysisMotion classificationInertial sensor
原始連結:連回原系統網址new window
相關次數:
  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:1
  • 共同引用共同引用:4
  • 點閱點閱:13
目的:感測科技能精準且即時地呈現動作資訊,穿戴感測裝置更是受到研究與商業應用的關注,逐漸取代了影像與動力學的方法;感測技術應用在游泳領域中,不僅能優化技術提升運動表現,更可提供即時回饋資訊給教練,有助於提升訓練效果;本研究提出一個以配戴慣性感測器即可準確地計算划手次數及動作分類的演算法,期以能應用於游泳教學與訓練中。方法:以12名大專游泳選手為研究對象,分別配戴慣性感測器及G 牌游泳運動手錶進行四式游泳的實驗,演算感測裝置所記錄的資訊,以相對誤差百分比評定兩種感測裝置在游泳划手次數及動作分類之準確率。結果:本研究所提之感測演算法在游泳四式的划手次數準確率達93.64%,在動作判定的準確率為95.8%;而使用游泳運動手錶在划手次數及動作判定的準確率分別為90.24%及85.4%,由結果顯示本研究所提出之方法優於游泳運動手錶之準確率。結論:本研究所設計的方法實作於Android 平台上,所提之感測波形演算法能有效計算划手次數及動作分類,未來可應用於其他週期性的運動項目上。
Purpose: Sensing technology can accurately and instantly recording motion information, Body worn inertial somsers have received much attention recently from both research and commercial communities as an alternative to video-based or kinetics approaches. In the swimming analysis field, this technology may improved stroke mechanics, race performance and real-time feedback to the coach, For help to enhance training effect. This research proposes a scheme, which can effectively and stroke counts by inertial sensors. And we hope it can be applied to swim teaching and training. Methods: 12 university-level sportsmen participate in our experiments. They carry inertial sensors or Garmin Swim watches to swim using four kinds of stroke styles. We used sensor data to compute, and use the percentage relative error to compare accuracy in stroke count and identify stroke styles. Results: The proposed scheme can achieve 93.64% and 95.8% accuracies on counting stroke counts and identifying stroke styles, respectively. On the other hand, the accuracies of Garmin Swim are 90.24% and 85.4%, respectively. From the results, our scheme can outperform the Garmin Swim watch. Conclusion: We have implemented the design scheme on Android platform. The results indicate that the designed scheme can effectively counts strokes and identifies stroke styles. In the future, we are planning to apply the design scheme on those sport types, which have regular posture movements.
期刊論文
1.Stamm, A.、James, D. A.、Thiel, D. V.(2013)。Velocity profiling using inertial sensors for freestyle swimming。Sports Engineering,16(1),1-11。  new window
2.黃谷臣、呂子修、潘孟鉉、陳五洲(20150900)。慣性感測器運用在游泳姿勢分析。大專體育學刊,17(3),303-316。new window  延伸查詢new window
3.劉康田、張淳皓、孟範武、何金山(20131200)。影像分析與慣性裝置運用於游泳划手動作分析之探討。嘉大體育健康休閒,12(3),310-316。new window  延伸查詢new window
4.Bächlin, M.、Tröster, G.(2012)。Swimming performance and technique evaluation with wearable acceleration sensors。Pervasive and Mobile Computing,8(1),68-81。  new window
5.Dadashi, F.、Crettenand, F.、Millet, G. P.、Aminian, K.(2012)。Front-crawl instantaneous velocity estimation using a wearable inertial measurement unit。Sensors,12(10),12927-12939。  new window
6.Dadashi, F.、Crettenand, F.、Millet, G.、Seifert, L.、Komar, J.、Aminian, K.(2011)。Front crawl propulsive phase detection using inertial sensors。Portuguese Journal of Sport Sciences,11(2),855-858。  new window
7.Dadashi, F.、Millet, G. P.、Aminian, K.(2014)。Estimation of front-crawl energy expenditure using wearable inertial measurement units。IEEE Sensors Journal,14(4),1020-1027。  new window
8.Davey, N.、Anderson, M.、James, D. A.(2008)。Validation trial of an accelerometer-based sensor platform for swimming。Sports Technology,1(4/5),202-207。  new window
9.Fulton, S. K.、Pyne, D. B.、Burkett, B. J.(2009)。Validity and reliability of kick count and rate in freestyle using inertial sensor technology。Journal of Sports Sciences,27(10),1051-1058。  new window
10.Hagem, R. M.、O'Keefe, S. G.、Fickenscher, T.、Thiel, D. V.(2013)。Self contained adaptable optical wireless communications system for stroke rate during swimming。IEEE Sensors Journal,13(8),3144-3151。  new window
11.Junker, H.、Amft, O.、Lukowicz, P.、Tröster, G.(2008)。Gesture spotting with body-worn inertial sensors to detect user activities。Pattern Recognition,41(6),2010-2024。  new window
12.Krishnan, N. C.、Juillard, C.、Colbry, D.、Panchanathan, S.(2009)。Recognition of hand movements using wearable accelerometers。Journal of Ambient Intelligence and Smart Environments,1(2),143-155。  new window
13.Lecoutere, J.、Puers, R.(2014)。Wireless communication with miniaturized sensor devices in swimming。Procedia Engineering,72,398-403。  new window
14.Mooney, R.、Corley, G.、Godfrey, A.、Quinlan, L. R.、ÓLaighin, G.(2015)。Inertial Sensor Technology for Elite Swimming Performance Analysis: A Systematic Review。Sensors,16(1)。  new window
15.Ohgi, Y.、Kaneda, K.、Takakur, A.(2014)。Sensor data mining on the kinematical characteristics of the competitive swimming。Procedia Engineering,72,829-834。  new window
16.Ohgi, Y.、Ichikawa, H.、Homma, M.、Miyaji, C.(2003)。Stroke phase discrimination in breaststroke swimming using a tri-axial acceleration sensor device。Sports Engineering,6(2),113-123。  new window
17.Pan, M. S.、Huang, K. C.、Lu, T. H.、Lin, Z. Y.(2016)。Using accelerometer for counting and identifying swimming strokes。Pervasive and Mobile Computing,31,37-49。  new window
18.Stager, J. M.、Johnston, J. D.(2006)。Identification of factors impacting the relationship between accelerometer counts and swimming energy expenditure: 2867。Medicine Science Sports Exercise,38(5),S560。  new window
會議論文
1.Bächlin, M.、Förster, K.、Tröster, G.(2009)。SwimMaster: a wearable assistant for swimmer。The 11th international conference on Ubiquitous computing。New York:ACM。215-224。  new window
2.Khoo, B. H.. D.、Lee, B. K. J.、Arosha Senanayake, S. M. N.、Wilson, B. D.(2009)。System for determining within-stroke variations of speed in swimming。IEEE/ASME International Conference on Advanced Intelligent Mechatronics。IEEE。1927-1932。  new window
3.Li, Q.、Stankovic, J. A.、Hanson, M. A.、Barth, A. T.、Lach, J.、Zhou, G.(2009)。Accurate, fast fall detection using gyroscopes and accelerometer-derived posture information。IEEE 6th International Workshop on Wearable and Implantable Body Sensor Networks。Berkeley, CA:IEEE。138-143。  new window
4.Ohgi, Y.(2005)。Mems sensor application for the motion analysis in sports science。18th International Congress of Mechanical Engineering。Ouro Preto:ASCM。501-508。  new window
5.Pansiot, J.、Lo, B.、Yang, G.-Z.(2010)。Swimming stroke kinematic analysis with BSN。IEEE 2010 International Conference on Body Sensor Networks。IEEE。153-158。  new window
6.Siirtola, P.、Laurinen, P.、Haapalainen, E.、Roning, J.、Kinnunen, H.(2009)。Clustering-based activity classification with a wrist-worn accelerometer using basic features。IEEE 2009 Symposium on Computational Intelligence and Data Mining。Nashville, TN:IEEE。95-100。  new window
7.Siirtola, P.、Laurinen, P.、Röning, J.、Kinnunen, H.(2011)。Efficient accelerometer-based swimming exercise tracking。IEEE 2011 Symposium on Computational Intelligence and Data Mining。Paris:IEEE。156-161。  new window
其他
1.Anthony, J. J.,Chalfant, S. E.(2010)。Multi-State Performance Monitoring System(US20100210975A1)。  new window
 
 
 
 
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