同时各向同性全向超敏应变传感和深度学习辅助方向识别的仿生可拉伸装置。

IF 26.8 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Muzi Xu, Jiaqi Zhang, Chaoqun Dong, Chenyu Tang, Fangxin Hu, George G. Malliaras, Luigi G. Occhipinti
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引用次数: 0

摘要

全向应变感知和方向识别能力是人类触觉的特征,对于解决现实世界中复杂和动态的应用需求至关重要。目前大多数应变传感器的工作原理是将单轴应变转换为电信号,这限制了它们在多轴应变环境中的应用。本文介绍了首个同时具有各向同性全向超敏应变传感和方向识别(IOHSDR)功能的器件。通过三维模拟人的手指,IOHSDR器件实现了一种包含圆渐开线的新型异质衬底,在径向上具有各向同性,在渐开线方向上具有各向异性,可用于超敏应变传感。在基于深度学习的模型的帮助下,IOHSDR设备在识别360°拉伸方向方面实现了99.58%的令人印象深刻的准确率。此外,它在可拉伸应变传感器的典型性能方面表现优异,其测量系数为634.12,超低检测限为0.01%,耐久性超过15,000次循环。桡动脉脉冲和喉部振动应用的演示突出了IOHSDR的各向同性全向传感和精确方向检测的独特特性,释放了新型可穿戴健康监测设备。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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

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

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

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° 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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来源期刊
Advanced Materials
Advanced Materials 工程技术-材料科学:综合
CiteScore
43.00
自引率
4.10%
发文量
2182
审稿时长
2 months
期刊介绍: Advanced Materials, one of the world's most prestigious journals and the foundation of the Advanced portfolio, is the home of choice for best-in-class materials science for more than 30 years. Following this fast-growing and interdisciplinary field, we are considering and publishing the most important discoveries on any and all materials from materials scientists, chemists, physicists, engineers as well as health and life scientists and bringing you the latest results and trends in modern materials-related research every week.
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