The Fabrication of a Highly Sensitive, Wearable Sensor Utilizing V2C Nanohydrogel and Its Intelligent Applications in Education Training

IF 4.4 2区 化学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
Dawei Tan, Huayin Xu, Hui Jing* and Xingwei Wang*, 
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Abstract

With the advancements in technology, there is an increasing demand for enhanced flexibility and convenience in flexible wearable sensors. A composite nanohydrogel sensor with excellent mechanical properties, high sensitivity, high stability, and real-time monitoring was prepared in this work. The hydrogel is made up of polyacrylamide, poly(vinyl alcohol), and V2C nanosheets. The integration of conductive V2C nanosheets substantially enhances the sensor’s conductivity and sensitivity. At the same tensile strain, the conductivity of the hydrogel increased by 80% with the addition of conductive material. The hydrogel achieves a maximum elongation of 1300% and maintains excellent linearity and sensitivity (2.46), even under a high tensile strain of 500%, ensuring a broad operational range for the wearable sensor. In addition, the sensor exhibits good repeatability (10 000 cycles) and impressive response/recovery times, recording 0.588 and 0.814 s under tension and 0.744 and 0.852 s under compression, respectively, ensuring real-time detection capabilities. Due to this outstanding performance, it was made into a wearable sensor for real-time monitoring of piano training, physical exercises, facial expressions, and gesture recognition, among others. Finally, through the analysis of training data sets and integration of Transformer algorithm design, the device can tailor optimal training plans for trainees, thereby enhancing training effectiveness. In summary, this device holds significant promise in augmenting educational performance, personalized training, rehabilitation, etc., thereby positively impacting modern education, sports, and healthcare.

Abstract Image

利用 V2C 纳米水凝胶制造高灵敏度可穿戴传感器及其在教育培训中的智能应用
随着技术的进步,人们对柔性可穿戴传感器的灵活性和便利性的要求越来越高。本研究制备了一种具有优异机械性能、高灵敏度、高稳定性和实时监测功能的复合纳米水凝胶传感器。该水凝胶由聚丙烯酰胺、聚乙烯醇和 V2C 纳米片组成。导电 V2C 纳米片的加入大大提高了传感器的导电性和灵敏度。在相同的拉伸应变下,添加导电材料后,水凝胶的电导率提高了 80%。水凝胶的最大伸长率达到 1300%,即使在 500% 的高拉伸应变下也能保持出色的线性度和灵敏度(2.46),从而确保了可穿戴传感器的广泛操作范围。此外,该传感器还具有良好的重复性(10,000 次循环)和令人印象深刻的响应/恢复时间,在拉伸时分别记录 0.588 秒和 0.814 秒,在压缩时分别记录 0.744 秒和 0.852 秒,确保了实时检测能力。由于其出色的性能,它被制成可穿戴传感器,用于实时监测钢琴训练、体育锻炼、面部表情和手势识别等。最后,通过对训练数据集的分析和 Transformer 算法设计的整合,该设备可以为学员量身定制最佳训练计划,从而提高训练效果。总之,该设备在提高教学成绩、个性化训练、康复等方面大有可为,从而对现代教育、体育和医疗保健产生积极影响。
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来源期刊
CiteScore
7.20
自引率
6.00%
发文量
810
期刊介绍: ACS Applied Polymer Materials is an interdisciplinary journal publishing original research covering all aspects of engineering, chemistry, physics, and biology relevant to applications of polymers. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates fundamental knowledge in the areas of materials, engineering, physics, bioscience, polymer science and chemistry into important polymer applications. The journal is specifically interested in work that addresses relationships among structure, processing, morphology, chemistry, properties, and function as well as work that provide insights into mechanisms critical to the performance of the polymer for applications.
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