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All-natural phyllosilicate-polysaccharide triboelectric sensor for machine learning-assisted human motion prediction 用于机器学习辅助人体运动预测的全天然层状硅酸盐多糖摩擦电传感器
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-04-17 DOI: 10.1038/s41528-023-00254-3
Yuanhao Liu, Yiwen Shen, Wei Ding, Xiangkun Zhang, Weiliang Tian, Song Yang, Bin Hui, Kewei Zhang
The rapid development of smart and carbon-neutral cities motivates the potential of natural materials for triboelectric electronics. However, the relatively deficient charge density makes it challenging to achieve high Maxwell’s displacement current. Here, we propose a methodology for improving the triboelectricity of marine polysaccharide by incorporating charged phyllosilicate nanosheets. As a proof-of-concept, a flexible, flame-retardant, and eco-friendly triboelectric sensor is developed based on all-natural composite paper from alginate fibers and vermiculite nanosheets. The interlaced fibers and nanosheets not only enable superior electrical output but also give rise to wear resistance and mechanical stability. The fabricated triboelectric sensor successfully monitors slight motion signals from various joints of human body. Moreover, an effective machine-learning model is developed for human motion identification and prediction with accuracy of 96.2% and 99.8%, respectively. This work offers a promising strategy for improving the triboelectricity of organo-substrates and enables implementation of self-powered and intelligent platform for emerging applications.
智能城市和碳中和城市的快速发展激发了天然材料在三电电子学方面的潜力。然而,由于电荷密度相对不足,实现高麦克斯韦位移电流具有挑战性。在此,我们提出了一种通过加入带电的硅酸钙纳米片来提高海洋多糖三电性的方法。作为概念验证,我们基于海藻酸纤维和蛭石纳米片的全天然复合纸,开发了一种柔性、阻燃、环保的三电位传感器。交错的纤维和纳米片不仅能实现出色的电输出,还具有耐磨性和机械稳定性。制造出的三电传感器成功地监测到了来自人体各个关节的轻微运动信号。此外,还开发出一种有效的机器学习模型,用于人体运动识别和预测,准确率分别达到 96.2% 和 99.8%。这项工作为提高有机基材的三电性提供了一种前景广阔的策略,并能为新兴应用实现自供电智能平台。
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引用次数: 5
Stretchable array electromyography sensor with graph neural network for static and dynamic gestures recognition system 基于图形神经网络的可拉伸阵列肌电传感器用于静态和动态手势识别系统
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-04-12 DOI: 10.1038/s41528-023-00246-3
Hyeyun Lee, Soyoung Lee, Jaeseong Kim, Heesoo Jung, Kyung Jae Yoon, Srinivas Gandla, Hogun Park, Sunkook Kim
With advances in artificial intelligence (AI)-based algorithms, gesture recognition accuracy from sEMG signals has continued to increase. Spatiotemporal multichannel-sEMG signals substantially increase the quantity and reliability of the data for any type of study. Here, we report an array of bipolar stretchable sEMG electrodes with a self-attention-based graph neural network to recognize gestures with high accuracy. The array is designed to spatially cover the skeletal muscles to acquire the regional sampling data of EMG activity from 18 different gestures. The system can differentiate individual static and dynamic gestures with ~97% accuracy when training a single trial per gesture. Moreover, a sticky patchwork of holes adhered to an array sensor enables skin-like attributes such as stretchability and water vapor permeability and aids in delivering stable EMG signals. In addition, the recognition accuracy (~95%) remained unchanged even after long-term testing for over 72 h and being reused more than 10 times.
随着基于人工智能(AI)算法的进步,sEMG 信号的手势识别准确率不断提高。时空多通道 sEMG 信号大大提高了任何类型研究的数据量和可靠性。在此,我们报告了一种双极可拉伸 sEMG 电极阵列,该阵列具有基于自我注意的图神经网络,可高精度识别手势。该阵列设计用于在空间上覆盖骨骼肌,以获取 18 种不同手势的 EMG 活动区域采样数据。在对每个手势进行单次试验训练时,系统能以约 97% 的准确率区分单个静态和动态手势。此外,粘贴在阵列传感器上的粘性补孔具有类似皮肤的特性,如伸展性和水蒸气渗透性,有助于提供稳定的肌电信号。此外,即使经过 72 小时以上的长期测试和 10 次以上的重复使用,识别准确率(约 95%)仍保持不变。
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引用次数: 7
Multi-parameter e-skin based on biomimetic mechanoreceptors and stress field sensing 基于仿生机械感受器和应力场传感的多参数电子皮肤
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-04-08 DOI: 10.1038/s41528-023-00252-5
Chao Shang, Qunhui Xu, Nengmin Liang, Jianpeng Zhang, Lu Li, Zhengchun Peng
Tactile sensing has been a key challenge in robotic haptics. Inspired by how human skin sense the stress field with layered structure and distributed mechanoreceptors, we herein propose a design for modular multi-parameter perception electronic skin. With the stress field sensing concept, complex tactile signals can be transformed into field information. By analyzing the stress field, the real-time three-dimensional forces can be resolved with 1.8° polar angle resolution and 3.5° azimuthal angle resolution (achieved up to 71 folds of improvement in spatial resolution), we can also detect the hardness of object in contact with the electronic skin. Moreover, we demonstrate random assembly of the sensing arrays and integration of our electronic skin onto differently curved surfaces do not lead to any measurement variation of the stress field. This result reveals that the sensing elements in our electronic skin system can be modularly made and exchanged for specific applications.
触觉传感一直是机器人触觉技术的关键挑战。受人类皮肤如何通过分层结构和分布式机械感受器感知应力场的启发,我们在此提出了一种模块化多参数感知电子皮肤设计。利用应力场感应概念,可以将复杂的触觉信号转化为应力场信息。通过分析应力场,我们可以以 1.8° 的极角分辨率和 3.5° 的方位角分辨率(实现了高达 71 倍的空间分辨率提升)解析实时三维力,我们还可以检测与电子皮肤接触的物体的硬度。此外,我们还证明了传感阵列的随机组装和电子皮肤在不同曲面上的集成不会导致应力场的任何测量变化。这一结果表明,我们的电子皮肤系统中的传感元件可以模块化制造,并可根据具体应用进行更换。
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引用次数: 3
High performance flexible Sn-Pb mixed perovskite solar cells enabled by a crosslinking additive 通过交联添加剂实现的高性能柔性Sn-Pb混合钙钛矿太阳能电池
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-03-30 DOI: 10.1038/s41528-023-00253-4
Ya Li, Suhao Yan, Jiupeng Cao, Haoyu Chen, Bingxu Liu, Jiankai Xie, Yuting Shu, Fangfang Wang, Aifei Wang, Jingjin Dong, Tianshi Qin
Flexible perovskite solar cells (PSCs) have drawn increasing attention due to their promising applications for wearable electronics and aerospace applications. However, the efficiency and stability of flexible PSCs still lag behind their rigid counterparts. Here, we use N,N-dimethyl acrylamide (DMAA) to in situ synthesize cross-linking polymer for flexible Sn–Pb mixed PSCs. DMAA can gather at grain boundary as a scaffold to regulate the crystallization of perovskite and reduce defects. The rigid and flexible Sn–Pb mixed PSCs showed efficiencies of 16.44% and 15.44%, respectively. In addition, the flexible Sn–Pb mixed PSCs demonstrated excellent bending durability, which retained over 80% of the original efficiency after 5000 bending cycles at a radius of 5 mm.
柔性过氧化物太阳能电池(PSC)在可穿戴电子设备和航空航天领域的应用前景广阔,因此受到越来越多的关注。然而,柔性 PSC 的效率和稳定性仍然落后于刚性 PSC。在这里,我们使用 N,N-二甲基丙烯酰胺(DMAA)原位合成交联聚合物,用于柔性锡铅混合 PSC。DMAA 可作为支架聚集在晶界处,以调节包晶的结晶并减少缺陷。刚性和柔性锡铅混合 PSC 的效率分别为 16.44% 和 15.44%。此外,柔性锡铅混合 PSCs 还表现出卓越的弯曲耐久性,在半径为 5 毫米的条件下弯曲 5000 次后,其效率仍保持在原来的 80% 以上。
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引用次数: 2
Flexible and transparent thin-film light-scattering photovoltaics about fabrication and optimization for bifacial operation 双面操作柔性透明薄膜光散射光伏的制备与优化
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-03-27 DOI: 10.1038/s41528-023-00251-6
Soo-Won Choi, Jae-Ho Park, Ji-Woo Seo, Chaewon Mun, Yonghun Kim, Pungkeun Song, Myunghun Shin, Jung-Dae Kwon
Flexible and transparent thin-film silicon solar cells were fabricated and optimized for building-integrated photovoltaics and bifacial operation. A laser lift-off method was developed to avoid thermal damage during the transfer of light-scattering structures onto colorless polyimide substrates and thus enhance front-incidence photocurrent, while a dual n-type rear window layer was introduced to reduce optical losses, facilitate electron transport for rear incidence, and thus enhance performance during bifacial operation. The introduction of the window layer increased the rear-to-front power conversion efficiency ratio to ~86%. The optimized bifacial power conversion efficiency for front and rear irradiances of 1 and 0.3 sun, respectively, equaled 6.15%, and the average transmittance within 500–800 nm equaled 36.9%. Additionally, the flexible and transparent solar cells fabricated using laser lift-off exhibited good mechanical reliability (i.e., sustained 500 cycles at a bending radius of 6 mm) and were therefore suitable for building-integrated photovoltaics.
我们制作了柔性透明薄膜硅太阳能电池,并对其进行了优化,以用于光伏建筑一体化和双面操作。研究人员开发了一种激光剥离方法,以避免在将光散射结构转移到无色聚酰亚胺衬底上的过程中产生热损伤,从而提高前入射光电流;同时还引入了双 n 型后窗层,以减少光学损耗,促进后入射电子传输,从而提高双面工作时的性能。窗口层的引入将后向-前向功率转换效率比提高到了约 86%。在前后辐照度分别为 1 太阳和 0.3 太阳时,优化后的双面功率转换效率为 6.15%,500-800 纳米范围内的平均透射率为 36.9%。此外,利用激光升华法制造的柔性透明太阳能电池具有良好的机械可靠性(即在弯曲半径为 6 毫米的情况下可持续使用 500 次),因此适用于光伏建筑一体化。
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引用次数: 1
Emergence of flexible kesterite solar cells: progress and perspectives 柔性硅钙石太阳能电池的出现:进展与展望
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-03-23 DOI: 10.1038/s41528-023-00250-7
Jianjun Li, Kaiwen Sun, Xiaojie Yuan, Jialiang Huang, Martin A. Green, Xiaojing Hao
Flexible photovoltaics have been and will be increasingly in demand in modern and future society in various applications. Searching for ideal flexible photovoltaic technologies that can perfectly meet these expanding demands has long been an active branch of photovoltaic research. Flexible kesterite Cu2ZnSn(S,Se)4 (CZTSSe) has emerged in recent years owning to its great potential to be an abundant, low-cost, stable, and high-efficiency ‘green’ photovoltaic material that can be widely deployed with the lowest detrimental environmental impact. Here, we review the recent progress with flexible kesterite solar cells in thin-film and monograin technologies, discuss the key challenges and strategies associated with the flexible substrates, and finally provide the future perspectives on further pushing the efficiency toward commercial-competitive levels.
在现代和未来社会的各种应用中,对柔性光伏技术的需求与日俱增。长期以来,寻找能够完美满足这些不断扩大的需求的理想柔性光伏技术一直是光伏研究的一个活跃分支。近年来出现的柔性克斯特石 Cu2ZnSn(S,Se)4 (CZTSSe) 具有巨大潜力,是一种丰富、低成本、稳定、高效率的 "绿色 "光伏材料,可广泛应用于各种领域,对环境造成的不利影响最小。在此,我们回顾了薄膜和单晶技术中柔性钾长石太阳能电池的最新进展,讨论了与柔性衬底相关的关键挑战和策略,最后提供了进一步将效率推向具有商业竞争力水平的未来展望。
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引用次数: 5
Fiber-based quantum-dot pulse oximetry for wearable health monitoring with high wavelength selectivity and photoplethysmogram sensitivity 基于光纤的量子点脉冲血氧仪,用于可穿戴健康监测,具有高波长选择性和光敏血压计灵敏度
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-03-17 DOI: 10.1038/s41528-023-00248-1
Ho Seung Lee, Byeongju Noh, Seong Uk Kong, Yong Ha Hwang, Ha-Eun Cho, Yongmin Jeon, Kyung Cheol Choi
Increasing demand for real-time healthcare monitoring is leading to advances in thin and flexible optoelectronic device-based wearable pulse oximetry. Most previous studies have used OLEDs for this purpose, but did not consider the side effects of broad full-width half-maximum (FWHM) characteristics and single substrates. In this study, we performed SpO2 measurement using a fiber-based quantum-dot pulse oximetry (FQPO) system capable of mass production with a transferable encapsulation technique, and a narrow FWHM of about 30 nm. Based on analyses we determined that uniform angular narrow FWHM-based light sources are important for accurate SpO2 measurements through multi-layer structures and human skin tissues. The FQPO was shown to have improved photoplethysmogram (PPG) signal sensitivity with no waveguide-mode noise signal, as is typically generated when using a single substrate (30–50%). We successfully demonstrate improved SpO2 measurement accuracy as well as all-in-one clothing-type pulse oximetry with FQPO.
对实时医疗保健监测的需求日益增长,促使基于轻薄灵活光电设备的可穿戴脉搏血氧仪取得了进展。以前的大多数研究都将有机发光二极管用于这一目的,但没有考虑到宽全宽半最大值(FWHM)特性和单一基板的副作用。在本研究中,我们使用了一种基于光纤的量子点脉冲血氧仪(FQPO)系统,该系统采用可转移的封装技术和约 30 纳米的窄全宽半极大值,能够实现量产,并能测量 SpO2。根据分析,我们确定基于均匀角窄 FWHM 的光源对于通过多层结构和人体皮肤组织精确测量 SpO2 非常重要。研究表明,FQPO 具有更高的光电脉搏图 (PPG) 信号灵敏度,且无波导模式噪声信号,而使用单一基底时通常会产生 30-50% 的噪声信号。我们成功地证明了 FQPO 可提高 SpO2 测量的准确性以及一体化衣式脉搏血氧仪。
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引用次数: 3
Zinc hybrid sintering for printed transient sensors and wireless electronics 用于印刷瞬态传感器和无线电子器件的锌混合烧结
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-03-14 DOI: 10.1038/s41528-023-00249-0
N. Fumeaux, D. Briand
Transient electronics offer a promising solution for reducing electronic waste and for use in implantable bioelectronics, yet their fabrication remains challenging. We report on a scalable method that synergistically combines chemical and photonic mechanisms to sinter printed Zn microparticles. Following reduction of the oxide layer using an acidic solution, zinc particles are agglomerated into a continuous layer using a flash lamp annealing treatment. The resulting sintered Zn patterns exhibit electrical conductivity values as high as 5.62 × 106 S m−1. The electrical conductivity and durability of the printed zinc traces enable the fabrication of biodegradable sensors and LC circuits: temperature, strain, and chipless wireless force sensors, and radio-frequency inductive coils for remote powering. The process allows for reduced photonic energy to be delivered to the substrate and is compatible with temperature-sensitive polymeric and cellulosic substrates, enabling new avenues for the additive manufacturing of biodegradable electronics and transient implants.
瞬态电子学为减少电子垃圾和用于植入式生物电子学提供了一种前景广阔的解决方案,但其制造仍具有挑战性。我们报告了一种可扩展的方法,该方法将化学和光子机制协同结合,烧结出印刷锌微粒。在使用酸性溶液还原氧化层后,使用闪光灯退火处理将锌颗粒聚集成一个连续的层。烧结后的锌图案显示出高达 5.62 × 106 S m-1 的导电率。印刷锌迹线的导电性和耐用性使得可生物降解传感器和 LC 电路的制造成为可能:温度、应变和无芯片无线力传感器,以及用于远程供电的射频感应线圈。该工艺可减少传送到基底的光子能量,并与对温度敏感的聚合物和纤维素基底兼容,从而为生物可降解电子器件和瞬态植入物的增材制造开辟了新途径。
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引用次数: 5
Fully paper-integrated hydrophobic and air permeable piezoresistive sensors for high-humidity and underwater wearable motion monitoring 全纸集成疏水和透气压阻传感器,用于高湿度和水下可穿戴运动监测
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-03-11 DOI: 10.1038/s41528-023-00244-5
Yuewen Wei, Xuewen Shi, Zhuoqi Yao, Jiacai Zhi, Lixuan Hu, Ren Yan, Chuanqian Shi, Hai-Dong Yu, Wei Huang
Paper-based electronics have attracted much attention due to their softness, degradability, and low cost. However, paper-based sensors are difficult to apply to high-humidity environments or even underwater. Here, we report a fully paper-integrated piezoresistive sensing system that exhibits flexibility, waterproofing, air permeability, and biocompatibility. This system consists of hydrophobic paper as the substrate and encapsulation layer, conductive paper with a double ‘zig-zag’ and dotted surface structure as the sensing layer, and silver paste films as the interconnects. The structural design of the sensing layer helps to increase the contact area in adjacent layers under pressure and further improves the pressure sensitivity. The piezoresistive system can be worn on human skin in the ambient environment, wet environment, and water for real-time monitoring of physiological signals with air permeability and waterproofing due to its hydrophobic fiber structure. Such a device provides a reliable, economical, and eco-friendly solution to wearable technologies.
纸基电子器件因其柔软、可降解和低成本而备受关注。然而,纸基传感器很难应用于高湿度环境甚至水下环境。在此,我们报告了一种完全集成在纸上的压阻传感系统,它具有柔韧性、防水性、透气性和生物兼容性。该系统由疏水性纸张作为基底和封装层,具有双 "之 "字形和点状表面结构的导电纸张作为传感层,银浆薄膜作为互连层。传感层的结构设计有助于增加压力下相邻层的接触面积,进一步提高压力灵敏度。该压阻系统可佩戴在人体皮肤上,在环境、潮湿环境和水中实时监测生理信号,其疏水纤维结构具有透气性和防水性。这种装置为可穿戴技术提供了可靠、经济和环保的解决方案。
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引用次数: 7
Spider-inspired tunable mechanosensor for biomedical applications 生物医学应用的蜘蛛式可调机械传感器
IF 14.6 1区 材料科学 Q1 Engineering Pub Date : 2023-03-09 DOI: 10.1038/s41528-023-00247-2
Taewi Kim, Insic Hong, Yeonwook Roh, Dongjin Kim, Sungwook Kim, Sunghoon Im, Changhwan Kim, Kiwon Jang, Seongyeon Kim, Minho Kim, Jieun Park, Dohyeon Gong, Kihyeon Ahn, Jingoo Lee, Gunhee Lee, Hak-Seung Lee, Jeehoon Kang, Ji Man Hong, Seungchul Lee, Sungchul Seo, Bon-Kwon Koo, Je-sung Koh, Seungyong Han, Daeshik Kang
The recent advances of wearable sensors are remarkable but there are still limitations that they need to be refabricated to tune the sensor for target signal. However, biological sensory systems have the inherent potential to adjust their sensitivity according to the external environment, allowing for a broad and enhanced detection. Here, we developed a Tunable, Ultrasensitive, Nature-inspired, Epidermal Sensor (TUNES) that the strain sensitivity was dramatically increased (GF ~30k) and the pressure sensitivity could be tuned (10–254 kPa−1) by preset membrane tension. The sensor adjusts the sensitivity to the pressure regime by preset tension, so it can measure a wide range (0.05 Pa–25 kPa) with the best performance: from very small signals such as minute pulse to relatively large signals such as muscle contraction and respiration. We verified its capabilities as a wearable health monitoring system by clinical trial comparing with pressure wire which is considered the current gold standard of blood pressure (r = 0.96) and home health care system by binary classification of Old’s/Young’s pulse waves via machine learning (accuracy 95%).
近年来,可穿戴传感器取得了令人瞩目的进步,但仍存在一些局限性,即需要重新制造传感器,以便根据目标信号调整传感器。然而,生物传感系统具有根据外部环境调整其灵敏度的内在潜力,从而实现更广泛、更强大的检测。在这里,我们开发了一种受大自然启发的可调谐超灵敏表皮传感器(TUNES),它的应变灵敏度大幅提高(GF ~30k),压力灵敏度可通过预设膜张力进行调谐(10-254 kPa-1)。该传感器可通过预设张力调整对压力机制的灵敏度,因此它能在很宽的范围(0.05 Pa-25 kPa)内以最佳性能进行测量:从极小的信号(如微小脉搏)到相对较大的信号(如肌肉收缩和呼吸)。我们通过临床试验验证了它作为可穿戴健康监测系统的能力,并与被认为是目前血压黄金标准的压力线(r = 0.96)和家庭保健系统进行了比较,通过机器学习对老/年轻脉搏波进行二元分类(准确率为 95%)。
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引用次数: 4
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npj Flexible Electronics
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