Highly sensitive resistance-type flexible pressure sensor for cuffless blood-pressure monitoring by using neural network techniques

血压 材料科学 脉冲压力 生物医学工程 压力传感器 标度系数 压力测量 重复性 医学 工程类 内科学 数学 机械工程 统计 替代医学 病理 制作
作者
Qian Zhang,Liang Shen,Ping Liu,Panpan Xia,Junliang Li,Feng Han,Caixia Liu,Kun Xing,Aiguo Song,Man Li,Xiaoming Yang,Ying Huang
出处
期刊:Composites Part B-engineering [Elsevier BV]
卷期号:226: 109365-109365 被引量:29
标识
DOI:10.1016/j.compositesb.2021.109365
摘要

Blood pressure is an important parameter of a heart-pumping function, vascular peripheral resistance, and blood volume in human body. The non-invasive blood pressure measurement method has attracted tremendous attention due to its advantages of simple operation and comfort. In this paper, graft-modified MWCNTs and water-based polyurethane are used as filler and matrix, which are combined with simple dipping process to produce a resistance-type flexible pressure sensor with crack structure. The sensor with crack structure exhibits a high gauge factor (∼1582.7), fast response time (∼58 ms) and good repeatability (>2000 cycles) under 0–5% strain. By attaching the sensor to the radial artery of human wrist, the pulse waveform is accurately captured. By adopting the time-domain analysis method, in addition to the fast Fourier transform and threshold method which is employed to position and extract the characteristic value of pulse signal, a three-layer back propagation neural network is constructed to regress blood pressure value. The correlation coefficients of systolic blood pressure, diastolic blood pressure and mean blood pressure were 0.950, 0.875 and 0.947, respectively, which could meet the A-level standards of British Hypertension Society and Association for the Advancement of Medical Instrumentation. This study provides a good real-time and portable technology for home blood pressure measurement.
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