Meso Hybridized Silk Fibroin Watchband for Wearable Biopotential Sensing and AI Gesture Signaling

IF 14.3 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Xiao Wang, Changsheng Lu, Zerong Jiang, Guangwei Shao, Jingzhe Cao, Xiang Yang Liu
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Abstract

Human biopotential signals, such as electrocardiography, are closely linked to health and chronic conditions. Electromyography, corresponds to muscle actions and is pertinent to human-machine interactions. Here, we present a type of smart and flexible watchband that includes a mini flexible electrode array based on Mo-Au filament mesh, combined with mesoscopic hybridized silk fibroin films. As the layer in contact with the skin, waterborne polyurethane and SF create a highly flexible and permeable meso-hybridized SF/WPU layer, ensuring skin-friendliness and comfortable wearing. The flexible FM electrodes are created by integrating Mo-Au FM into 2D-interconnected networks. Molybdenum filaments provide high rigidity and are coated with Aurum to enhance conductivity. The use of Mo-Au FMs in warp-knitted patterns results in high SNR (43.22 dB), high sensitivity (44.43 mV/kg), and significant motion noise reduction due to the pattern's elastic deformability and skin-gripping properties. Leveraging these unique technologies, these smart watchbands excel in prolonged sensing operation, grasping force detection, and gesture recognition. Through smart raining via deep learning, we achieved an unparalleled recognition rate (96% across 20 volunteers of different genders) among other EMG sensing devices. These results have significant implications for human-machine interaction, including applications in underwater robot control, drone operation, and autonomous vehicle control.

Abstract Image

用于可穿戴生物电位传感和人工智能手势信号的介观杂交丝素表带。
人体生物电位信号,如心电图,与健康和慢性疾病密切相关。肌电图与肌肉活动相对应,与人机交互有关。在这里,我们提出了一种智能和灵活的表带,包括一个基于Mo-Au细丝网的微型柔性电极阵列,结合介观杂交丝素膜。水性聚氨酯和顺丰作为与皮肤接触的层,形成了一种高度柔韧性和透气性的中观杂化顺丰/顺丰层,既亲肤又穿着舒适。柔性FM电极是通过将Mo-Au FM集成到2d互连网络中而创建的。钼丝提供高刚性,并涂有金箔以提高导电性。在经纬图案中使用Mo-Au FMs具有高信噪比(43.22 dB),高灵敏度(44.43 mV/kg),并且由于图案的弹性可变形性和抓肤性而显著降低了运动噪声。利用这些独特的技术,这些智能表带在长时间的传感操作,抓握力检测和手势识别方面表现出色。通过深度学习的智能训练,我们在20名不同性别的志愿者中达到了96%的识别率,这是其他肌电传感设备所无法比拟的。这些结果对人机交互具有重要意义,包括水下机器人控制、无人机操作和自主车辆控制的应用。
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来源期刊
Advanced Science
Advanced Science CHEMISTRY, MULTIDISCIPLINARYNANOSCIENCE &-NANOSCIENCE & NANOTECHNOLOGY
CiteScore
18.90
自引率
2.60%
发文量
1602
审稿时长
1.9 months
期刊介绍: Advanced Science is a prestigious open access journal that focuses on interdisciplinary research in materials science, physics, chemistry, medical and life sciences, and engineering. The journal aims to promote cutting-edge research by employing a rigorous and impartial review process. It is committed to presenting research articles with the highest quality production standards, ensuring maximum accessibility of top scientific findings. With its vibrant and innovative publication platform, Advanced Science seeks to revolutionize the dissemination and organization of scientific knowledge.
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