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Inertial Sensor-Based Analysis of Equestrian Sports Between Beginner and Professional Riders Under Different Horse Gaits

机译:基于惯性传感器的不同步态下马术与初学者之间的马术运动分析

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摘要

A correct riding posture is essential for a good performance in equestrian. This paper proposes a method of equestrian analysis based on body sensor networks. First of all, raw sensor data corresponding to professional (PRO) riders and beginners (BEGs) under different horse gaits were collected by inertial sensor nodes. Then, after an initial sensor alignment with the reduced error, a kind of motion reconstruction method based on the gradient descent method was used to fuse the sensor data to constantly update the rider's attitude information. In addition, to evaluate the tracking accuracy of joint angle, an Northern Digital optical system was deployed to verify the accuracy of our method. Using the attitude information, the motions of riders in equestrian sports were reconstructed by combining the method of human kinematics. Finally, in view of the two aspects of exercise intensity and joint angle, a quantitative analysis of key features between PRO and BEG in walking and rising trot was carried out by combining with the kinematic analysis method. Experiments conducted in this paper demonstrate that the estimation errors are well controlled, and our method can better reflect the similarities and differences between PRO and BEG in equestrian sports and provide quantitative data for equestrian coaches or riders, which can be used to improve the riding skills of riders.
机译:正确的骑行姿势对于马术中的良好表现至关重要。提出了一种基于人体传感器网络的马术分析方法。首先,通过惯性传感器节点收集对应于不同马步态下的专业(PRO)骑手和初学者(BEG)的原始传感器数据。然后,在初始传感器对准后减小误差之后,基于梯度下降方法的一种运动重建方法被用于融合传感器数据以不断更新骑手的姿态信息。此外,为了评估关节角的跟踪准确性,部署了Northern Digital光学系统以验证我们方法的准确性。利用姿态信息,结合人体运动学的方法重建了马术运动中骑士的动作。最后,结合运动强度和关节角度两个方面,结合运动学分析方法对行走和上升小跑中PRO和BEG之间的关键特征进行了定量分析。本文的实验表明,估计误差得到了很好的控制,我们的方法可以更好地反映马术运动中PRO和BEG之间的异同,并为马术教练或骑手提供定量数据,可以用来提高骑术技巧。的车手。

著录项

  • 来源
  • 作者单位

    School of Control Science and Engineering, Dalian University of Technology, Dalian, China;

    School of Control Science and Engineering, Dalian University of Technology, Dalian, China;

    School of Control Science and Engineering, Dalian University of Technology, Dalian, China;

    School of Control Science and Engineering, Dalian University of Technology, Dalian, China;

    School of Control Science and Engineering, Dalian University of Technology, Dalian, China;

    School of Control Science and Engineering, Dalian University of Technology, Dalian, China;

    School of Control Science and Engineering, Dalian University of Technology, Dalian, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Magnetometers; Robot sensing systems; Ellipsoids; Optical sensors; Kinematics; Legged locomotion; Quaternions;

    机译:磁力计;机器人传感系统;椭球体;光学传感器;运动学;有腿运动;四元数;

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