Fabrication of a Capacitive 3D Spacer Fabric Pressure Sensor with a Dielectric Constant Change for High Sensitivity

被引:0
|
作者
Lee, Ji-Eun [1 ]
Kim, Sang-Un [2 ]
Kim, Joo-Yong [1 ]
机构
[1] Soongsil Univ, Dept Mat Sci & Engn, Seoul 06978, South Korea
[2] Soongsil Univ, Dept Smart Wearable Engn, Seoul 06978, South Korea
关键词
wearable sensor; capacitive-type sensor; dip-coating; modulus; gauge factor; nonlinear regression; multilayer perception (MLP);
D O I
10.3390/s24113395
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Smart wearable sensors are increasingly integrated into everyday life, interfacing with the human body to enable real-time monitoring of biological signals. This study focuses on creating high-sensitivity capacitive-type sensors by impregnating polyester-based 3D spacer fabric with a Carbon Nanotube (CNT) dispersion. The unique properties of conductive particles lead to nonlinear variations in the dielectric constant when pressure is applied, consequently affecting the gauge factor. The results reveal that while the fabric without CNT particles had a gauge factor of 1.967, the inclusion of 0.04 wt% CNT increased it significantly to 5.210. As sensor sensitivity requirements vary according to the application, identifying the necessary CNT wt% is crucial. Artificial intelligence, particularly the Multilayer Perception (MLP) model, enables nonlinear regression analysis for this purpose. The MLP model created and validated in this research showed a high correlation coefficient of 0.99564 between the model predictions and actual target values, indicating its effectiveness and reliability.
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页数:12
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