Validity, reliability and accuracy of inertial measurement units (IMUs) to measure angles: application in swimming.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-10-01 Epub Date: 2021-07-29 DOI:10.1080/14763141.2021.1945136
Brice Guignard, Omar Ayad, Héloïse Baillet, Florian Mell, David Simbaña Escobar, Jérémie Boulanger, Ludovic Seifert
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Abstract

The first objective was to test the validity, reliability and accuracy of paired inertial measurement units (IMUs) to assess absolute angles relative to Vicon and OptiTrack systems. The potential impacts of slow vs. rapid and intermittent vs. continuous movements were tested during 2D laboratory analyses and 3D ecological context analysis. The second objective was to test the IMUs alone in an ecological activity (i.e., front crawl) that encompassed the previous independent variables to quantify inter-cyclic variability. Slow and intermittent motion ensured high to reasonable validity, reliability and accuracy. Rapid motion revealed an out-of-phase pattern for temporal reliability and lower validity, which was also visible in 3D. Also, spatial reliability and accuracy decreased in 3D, mainly due to discrepancies in local maximums, whereas temporal reliability remained in-phase. For the second objective, inter-cyclic variability did not exceed 12° based on root mean square error (RMSE). Therefore, IMUs should be considered valuable supplements to optoelectronic systems if users carefully position the sensors in rigid clusters and calibrate them to integrate potential offsets. Drift correction by spline interpolation or normalisation of the absolute data should also be considered as additional techniques that increase IMU performance in ecological contexts of performance.

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惯性测量单元(IMU)测量角度的有效性、可靠性和准确性:在游泳中的应用。
第一个目标是测试成对惯性测量单元(IMU)的有效性、可靠性和准确性,以评估相对于 Vicon 和 OptiTrack 系统的绝对角度。在二维实验室分析和三维生态环境分析中,测试了慢速运动与快速运动、间歇运动与连续运动的潜在影响。第二个目标是在一项生态活动(即前爬)中单独测试 IMU,该生态活动包含之前的独立变量,以量化周期间的变化。慢速和间歇运动确保了较高到合理的有效性、可靠性和准确性。快速运动显示出时间可靠性和较低有效性的失调模式,这在三维中也很明显。此外,三维空间可靠性和准确性也有所下降,这主要是由于局部最大值存在差异,而时间可靠性则保持同步。对于第二个目标,根据均方根误差(RMSE),周期间的变化不超过 12°。因此,如果用户仔细地将传感器定位在刚性群组中,并对其进行校准以整合潜在的偏移,那么 IMU 应被视为光电系统的重要补充。通过样条插值法进行漂移校正或对绝对数据进行归一化处理,也应被视为在生态性能方面提高 IMU 性能的附加技术。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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