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通过结合纺织拉伸传感器和人工智能算法测量三维手腕角度

Measurement of 3D Wrist Angles by Combining Textile Stretch Sensors and AI Algorithm.

作者信息

Kim Jae-Ha, Koo Bon-Hak, Kim Sang-Un, Kim Joo-Yong

机构信息

Department of Materials Science and Engineering, Soongsil University, Seoul 156-743, Republic of Korea.

Department of Smartwearable Engineering, Soongsil University, Seoul 156-743, Republic of Korea.

出版信息

Sensors (Basel). 2024 Mar 5;24(5):1685. doi: 10.3390/s24051685.

Abstract

The wrist is one of the most complex joints in our body, composed of eight bones. Therefore, measuring the angles of this intricate wrist movement can prove valuable in various fields such as sports analysis and rehabilitation. Textile stretch sensors can be easily produced by immersing an E-band in a SWCNT solution. The lightweight, cost-effective, and reproducible nature of textile stretch sensors makes them well suited for practical applications in clothing. In this paper, wrist angles were measured by attaching textile stretch sensors to an arm sleeve. Three sensors were utilized to measure all three axes of the wrist. Additionally, sensor precision was heightened through the utilization of the Multi-Layer Perceptron (MLP) technique, a subtype of deep learning. Rather than fixing the measurement values of each sensor to specific axes, we created an algorithm utilizing the coupling between sensors, allowing the measurement of wrist angles in three dimensions. Using this algorithm, the error angle of wrist angles measured with textile stretch sensors could be measured at less than 4.5°. This demonstrated higher accuracy compared to other soft sensors available for measuring wrist angles.

摘要

手腕是人体最复杂的关节之一,由八块骨头组成。因此,测量这种复杂手腕运动的角度在体育分析和康复等各个领域都具有重要价值。通过将电子织物(E-band)浸入单壁碳纳米管(SWCNT)溶液中,可以轻松制造出纺织拉伸传感器。纺织拉伸传感器具有重量轻、成本效益高和可重复性强的特点,使其非常适合在服装领域的实际应用。在本文中,通过将纺织拉伸传感器附着在手臂袖套上来测量手腕角度。使用三个传感器来测量手腕的所有三个轴。此外,通过利用深度学习的一种子类型——多层感知器(MLP)技术提高了传感器的精度。我们没有将每个传感器的测量值固定到特定轴上,而是创建了一种利用传感器之间耦合的算法,从而能够在三维空间中测量手腕角度。使用该算法,用纺织拉伸传感器测量的手腕角度误差可以控制在4.5°以内。与其他用于测量手腕角度的软传感器相比,这显示出更高的精度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0271/10934436/76d96aa8547e/sensors-24-01685-g001.jpg

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