Plantar Pressure Monitoring System Based on a Flexible Pressure Sensor Array for Human Walking Feature Recognition

压力传感器 灵敏度(控制系统) 可穿戴计算机 计算机科学 压阻效应 支持向量机 压力测量 人工智能 传感器阵列 工程类 材料科学 声学 电子工程 机械工程 嵌入式系统 电气工程 物理 机器学习
作者
Peng Zhang,Xiaofei Wang,Yuxia Li,Kun Zhang,Liangsong Huang
出处
期刊:IEEE Transactions on Electron Devices [Institute of Electrical and Electronics Engineers]
卷期号:70 (12): 6526-6533 被引量:11
标识
DOI:10.1109/ted.2023.3326106
摘要

Flexible pressure sensors have advantages in human walking feature recognition because of their good flexibility and sensitivity. In this article, a flexible pressure sensor with stable mechanical properties and high sensitivity was designed based on the single-layer interdigital electrode made by the screen-printing process and the piezoresistive layer with a pyramidal microstructure made by the double inversion method. This structural design improves the sensitivity and wear resistance of the flexible pressure sensor and reduces the difficulty of packaging. The prepared flexible pressure sensor shows a higher sensitivity (−0.886 kPa $^{-{1}}$ ), a wider measurement range (0–180 kPa), a faster response time (80 ms), a lower detection pressure (11.8 Pa), and excellent durability. Then, a human plantar pressure monitoring system based on the flexible pressure sensor array was constructed to reflect the changes in human plantar pressure. Also, this monitoring system can recognize five types of human walking features through the support vector machine (SVM) algorithm. This work proves that the prepared flexible pressure sensor can be used as a flexible wearable device to accomplish complex tasks, such as recognizing human walking features, and it shows great potential in the field of health diagnosis.
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