Detection of Lower-Limb Motion Using a Kneepad Sensor Based on Textile Strain Sensor

Xiaoyang Zou, Xiaoting Li, Jiaqi Xue, K. Lai
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Abstract

The monitoring of the knee joint angle during lower-limb motions is crucial for knee disorders patients and their rehabilitation. However, commonly used methods for lower-limb motion detection, such as inertial measurement units (IMUs) and motion capture systems, have limitations such as drift and high cost. To address these issues, we developed a wearable kneepad sensor using textile resistive strain sensors to measure knee angle during lower-limb motion. The strain sensors change in resistance signals caused by their deformation of them when the knee joint bends. To improve the accuracy of knee angle measurements, an encoder was integrated with kneepad sensor onto a prosthetic limb and used linear mapping method to calibrate the kneepad sensor with the encoder data as the ground truth. The calibrated kneepad sensor achieved an R$^{2}$ value of 0.956, MAE of 6.15°, and MSE of 64.35 while detecting the knee angle. It was demonstrated that the ability of the kneepad sensor to measure knee angles during two types of lower-limb motions, sit-to-stand (STS) and knee extension. It is shown in this work that this comfortable, wearable kneepad sensor can help detect knee angles during lower-limb motions in various environments and has broad applications in healthcare and robotics.
基于纺织应变传感器的膝部传感器检测下肢运动
下肢运动时膝关节角度的监测对膝关节疾病患者及其康复至关重要。然而,常用的下肢运动检测方法,如惯性测量单元(imu)和运动捕捉系统,存在漂移和高成本等局限性。为了解决这些问题,我们开发了一种可穿戴式膝部传感器,使用纺织电阻应变传感器来测量下肢运动时的膝关节角度。当膝关节弯曲时,应变传感器由于自身的变形而产生电阻信号的变化。为了提高膝关节角度测量的精度,将编码器与膝关节传感器集成到义肢上,并以编码器数据为地面真值,采用线性映射法对膝关节传感器进行标定。标定后的膝关节传感器在检测膝关节角度时,R$^{2}$值为0.956,MAE为6.15°,MSE为64.35。实验证明,在坐姿站立和膝关节伸展两种类型的下肢运动中,膝部传感器能够测量膝关节角度。这项工作表明,这种舒适、可穿戴的护膝传感器可以帮助检测各种环境下下肢运动时的膝盖角度,在医疗保健和机器人领域具有广泛的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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