Identifying right and left impact using the derivative of linear resultant acceleration from a single sacrum-mounted IMU.

IF 2.8 Q2 ENGINEERING, BIOMEDICAL Wearable technologies Pub Date : 2025-02-28 eCollection Date: 2025-01-01 DOI:10.1017/wtc.2025.4
Aida Chebbi, Rachel M Robinson, Seth R Donahue, Michael E Hahn
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Abstract

This study introduces a novel method for gait analysis using a single inertial measurement unit placed on the sacrum. This method is valid not only on level ground but also on incline and decline conditions. The method leverages the "crackle" function, the third derivative of the sacral resultant acceleration, to identify right and left gait events. This approach is particularly effective in capturing the initial peak in acceleration data during foot impact with the ground, often overlooked by other methods. The study aimed to demonstrate the method's accuracy in identifying the right- and left-side impacts during level ground, incline, and decline runs across a range of speeds. Additionally, the algorithm was applied in outdoor running scenarios, where it performed very well, further validating its robustness and reliability. The results are compared with other existing methods to highlight the effectiveness of this approach.

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利用安装在骶骨上的单个 IMU 的线性结果加速度导数来识别左右撞击。
本研究介绍了一种新的步态分析方法,使用放置在骶骨上的单个惯性测量单元。该方法不仅适用于平地,而且适用于斜坡和斜坡条件。该方法利用“裂纹”函数,即骶骨合成加速度的三阶导数,来识别左右步态事件。这种方法在捕捉足部撞击地面时加速度数据的初始峰值方面特别有效,而这通常被其他方法所忽略。该研究旨在证明该方法在一定速度范围内识别平地、倾斜和下降过程中右侧和左侧撞击的准确性。此外,将该算法应用于户外跑步场景,效果良好,进一步验证了算法的鲁棒性和可靠性。结果与其他现有方法进行了比较,以突出该方法的有效性。
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CiteScore
5.80
自引率
0.00%
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0
审稿时长
11 weeks
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