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考虑肌肉隆起的姿势估计中MIMU在小腿上安装位置的优化

Optimization of MIMU Mounting Position on Shank in Posture Estimation Considering Muscle Protuberance.

作者信息

Kanega Shun, Muraoka Yoshihiro

机构信息

Faculty of Human Sciences, Waseda University, Tokorozawa 359-1192, Japan.

National Hospital Organization Murayama Medical Center, Tokyo 208-0011, Japan.

出版信息

Sensors (Basel). 2025 Apr 3;25(7):2273. doi: 10.3390/s25072273.

Abstract

The influence of the mounting position of a magnetic-inertial measurement unit (MIMU) on the accuracy of posture estimation for a shank has not been extensively studied and remains unknown. In this study, we conducted comparative experiments using three MIMU positions: the lateral and frontal positions, which are commonly used, and the medial tibial position, which is less affected by muscle protuberance, considering the anatomical structure of the body. To determine the optimal MIMU mounting position on the shank, we repeatedly performed plantar-dorsiflexion and relaxation of the ankle joint in a chair-sitting position and examined the effect of muscle contraction on the posture of the MIMU (Experiment 1). We also performed posture estimation during gait and compared the three-dimensional shank posture measured by the MIMU and optical motion capture to evaluate the estimation accuracy for each mounting position (Experiment 2). In Experiment 1, the orientation change at the medial tibia was significantly smaller than that at the other positions, showing an 80% reduction compared with the anterior tibia during dorsiflexion. In Experiment 2, the medial tibia achieved the highest estimation accuracy, showing a 13% lower RMSE than that of the anterior position. The results of these two experiments suggest that the medial tibia is the optimal position on the shank, as the posture estimation accuracy was the highest when the MIMU was mounted on the medial tibia, where there was no muscle under the mounting surface. Moreover, the posture estimation accuracy was less affected by muscle protuberance under these conditions.

摘要

磁惯性测量单元(MIMU)的安装位置对小腿姿势估计准确性的影响尚未得到广泛研究,目前仍不清楚。在本研究中,考虑到身体的解剖结构,我们使用三个MIMU位置进行了对比实验:常用的外侧和前侧位置,以及受肌肉隆起影响较小的胫骨内侧位置。为了确定MIMU在小腿上的最佳安装位置,我们在坐姿下反复进行踝关节的跖屈和背屈以及放松,并研究肌肉收缩对MIMU姿势的影响(实验1)。我们还在步态过程中进行姿势估计,并比较了MIMU测量的三维小腿姿势和光学运动捕捉测量的结果,以评估每个安装位置的估计准确性(实验2)。在实验1中,胫骨内侧的方向变化明显小于其他位置,在背屈时与胫骨前侧相比减少了80%。在实验2中,胫骨内侧的估计准确性最高,均方根误差(RMSE)比前侧位置低13%。这两个实验的结果表明,胫骨内侧是小腿上的最佳位置,因为当MIMU安装在胫骨内侧时姿势估计准确性最高,且安装表面下方没有肌肉。此外,在这些条件下,姿势估计准确性受肌肉隆起的影响较小。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f10/11991399/345582e05979/sensors-25-02273-g001.jpg

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