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Wearable sensor system including optical 3-axis GRF sensor for joint torque estimation in real-time gait analysis

机译:可穿戴式传感器系统,包括光学三轴GRF传感器,用于实时步态分析中的联合扭矩估计

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摘要

In this paper, we developed wearable sensor system for joint torque estimation in gait analysis. In particular, the proposed wearable sensor system contains a novel wearable GRF (ground reaction force) sensor using force measurement units based on the light-intensity modulation technique. Thanks to its structure and optical properties, it has considerable advantages such as clean signals, compactness, and low-mass. The proposed GRF sensor can detect 3-axial complete GRFs. Also, it is light-weight (mass: 310g) and compact (thickness: 10mm) such that it does not impede a human's natural motion during daily-life-activities. In addition, wearable motion sensors has been developed using commercial IMUs. The body-worn IMUs are the alternative solution for camera-based motion capture system to overcome spatial limitation. The joint torques of ankle, knee, and hip were calculated by utilizing the proposed wearable sensor system in real-time. The value of torques were validated by experiment, and compared to the reference values from the conventional sensor system; stationary force plate and camera-based motion sensor. The results were highly correlated with those of the reference system. It is expected that the proposed wearable sensor system may satisfy the increasing demand for a cheap and reliable motion sensor without space-restriction.
机译:在本文中,我们开发了可穿戴传感器系统,用于步态分析中的联合扭矩估计。特别地,所提出的可穿戴传感器系统包含使用基于光强度调制技术的力测量单元的新型可穿戴GRF(地面反作用力)传感器。由于其结构和光学特性,它具有相当大的优势,例如信号清晰,紧凑且质量低。提出的GRF传感器可以检测3轴完整GRF。此外,它重量轻(质量:310克)和紧凑型(厚度:10毫米),因此在日常生活活动中不会妨碍人的自然运动。另外,已经使用商用IMU开发了可穿戴运动传感器。体戴式IMU是基于摄像机的运动捕捉系统克服空间限制的替代解决方案。通过使用建议的可穿戴传感器系统实时计算踝关节,膝盖和髋关节的关节扭矩。通过实验验证了扭矩值,并将其与常规传感器系统的参考值进行了比较;固定式测力板和基于摄像头的运动传感器。结果与参考系统的结果高度相关。期望所提出的可穿戴传感器系统可以满足对廉价且可靠的运动传感器的不断增长的需求,而没有空间限制。

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