Simultaneous Isotropic Omnidirectional Hypersensitive Strain Sensing and Deep Learning-Assisted Direction Recognition in a Biomimetic Stretchable Device

被引:0
|
作者
Xu, Muzi [1 ]
Zhang, Jiaqi [2 ]
Dong, Chaoqun [1 ]
Tang, Chenyu [1 ]
Hu, Fangxin [1 ]
Malliaras, George G. [1 ]
Occhipinti, Luigi G. [1 ]
机构
[1] Univ Cambridge, Dept Engn, Elect Engn Div, Cambridge CB3 0FA, England
[2] Univ Hong Kong, Dept Elect & Elect Engn, Pokfulam Rd, Hong Kong 999077, Peoples R China
基金
英国工程与自然科学研究理事会;
关键词
biomimetic; deep learning; direction recognition; hypersensitive; isotropic omnidirectional sensing; stretchable strain sensor; SENSOR; SOFT; FINGERPRINTS; SENSITIVITY;
D O I
10.1002/adma.202420322
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Omnidirectional strain sensing and direction recognition ability are features of the human tactile sense, essential to address the intricate and dynamic requirements of real-world applications. Most of the current strain sensors work by converting uniaxial strain into electrical signals, which restricts their use in environments with multiaxial strain. Here, the first device with simultaneous isotropic omnidirectional hypersensitive strain sensing and direction recognition (IOHSDR) capabilities is introduced. By mimicking the human fingers from three dimensions, the IOHSDR device realizes a novel heterogeneous substrate that incorporates the involute of a circle, resulting in isotropic behavior in the radial direction and anisotropic property in the involute direction for hypersensitive strain sensing. With the assistance of a deep learning-based model, the IOHSDR device accomplishes an impressive accuracy of 99.58% in recognizing 360 degrees stretching directions. Additionally, it exhibits superior performance in the typical properties of stretchable strain sensors, with a gauge factor of 634.12, an ultralow detection limit of 0.01%, and outstanding durability exceeding 15 000 cycles. The demonstration of radial artery pulse and throat vibration applications highlights the IOHSDR's unique characteristics of isotropic omnidirectional sensing and precise direction detection unleashing new classes of wearable health monitoring devices.
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页数:12
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