理解带有语音反馈的实时动作捕捉系统对网球投掷训练的影响

R. Dhinesh, S. Preejith, M. Sivaprakasam
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引用次数: 0

摘要

初学者的运动技能学习需要教练的关注,通过发展合适的肌肉记忆来达到动作的一致性和可重复性。训练的有效性可能会由于教练和球员数量的倾斜而受到损害,从而使有决心和有能力的个人的潜力未得到开发。提出的解决方案通过一种技术解决方案来解决这个问题,该技术解决方案通过定制的具体操作监控来帮助培训,并实时提供纠正建议。一种由无线惯性传感器设备组成的可穿戴系统,可测量与技能学习相关的练习中重复动作的解剖角度。通过将测量的动作角度与培训师推荐的动作角度进行比较,实时确定动作的正确性。然后通过系统中包含的语音反馈机制对其进行评估,并提供纳入行动改进的建议。一项短期研究涉及初级水平的网球运动员进行了验证所提出的解决方案的有效性。该系统测量了网球发球抛球动作中的角度,并提供了手部定位建议,以发展一致的抛球。通过语音反馈机制提供实时推荐,并通过统计指标量化其对玩家的影响。分析表明,13名球员中有8名在引进该系统后表现出明显的发球进步。现场测量和基于为每个球员定制的建议的纠正及时反馈显示了通过辅助训练加速技术完善的巨大潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Understanding the Effects of a Real-time Motion Capture System with Voice Feedback for Tennis Toss Training
Skill learning in sports for beginners requires the attention of a trainer to achieve consistency and repeatability of actions by developing suitable muscle memory. The effectiveness of training may be compromised due to the skewed number of trainers and players, leaving the potential of determined and able individuals untapped. The proposed solution addresses this problem through a technology solution to aid training by customized monitoring of specific actions and providing suggestions for corrections in real-time. A wearable system consisting of wireless inertial sensor devices measures anatomic angles for repetitive motions during practice associated with skill learning. Correctness is determined in real-time by comparing the angles measured for actions with those of the trainer recommended actions. It is then evaluated by a voice feedback mechanism contained in the system and suggestions for incorporating action refinements are delivered. A short-term study involving beginner level tennis players was conducted to validate the effectiveness of the proposed solution. The system measured angles during the tennis serve tossing action and provided suggestions for hand positioning to develop consistent toss. Real-time recommendations were given through the voice feedback mechanism, and its effects on players are quantified through statistical metrics. Analysis indicates 8 out of 13 players showed significant improvement in serving upon introduction of the system. On-the-field measurements and prompt feedback for corrections based on recommendations customized for each player show immense potential in accelerating skill perfection through assisted training.
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