将上肢惯性测量单位数据转换为关节角度:系统性审查
Zhou Fang1, Sarah Woodford1, Damith Senanayake1,2
1Department of Biomedical Engineering, The University of Melbourne, Melbourne 3052, Australia.
Sensors (Basel, Switzerland)
|July 29, 2023
概括
惯性测量单元 (IMU) 对3D胸部和肘部运动具有很高的准确性,但由于皮肤运动工件,关节和胸部关节仍然面临挑战. 未来的研究应该专注于先进的校准和数据驱动的方法.
科学领域:
- 生物力学 生物力学
- 人类运动分析分析
- 可穿戴技术可穿戴技术
背景情况:
- 惯性测量单位 (IMU) 广泛用于实验室外的人类运动分析.
- 使用IMU精确量化3维 (3D) 上肢运动,存在重大挑战.
研究的目的:
- 系统地审查用于将IMU数据转换为上肢关节角的计算方法 (头骨,胸,,,肘).
- 将这些基于IMU的方法的准确性与光电子运动分析进行量化.
主要方法:
- 对52项评估基于IMU的上肢运动分析研究的系统综述.
- 结合角度精度的比较来自IMU与光电子系统.
主要成果:
- 欧勒角分解和卡尔曼波器实现了高精度的胸部运动 (4°差异).
- 肘部关节曲延伸显示了低RMS误差 (低至2°) 与功能校准和动力学约束.
- Glenohumeral 关节跟踪的 RMS 误差为 6°+, scapulothoracic 关节跟踪在某些运动中超过 10°.
- 皮肤运动器件显著影响头皮胸部和关节关节的准确性.
结论:
- IMU提供高质量的3D运动测量,用于胸和肘部关节.
- 在胸和关节关节分析的挑战仍然存在,主要是由于皮肤运动.
- 未来的方向包括功能校准,IMU骨定位器和人工神经网络以提高准确性.
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