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Acoustic black hole effect enhanced micro-manipulator. 声学黑洞效应增强型微型操纵器
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-10-12 DOI: 10.1038/s41378-024-00789-z
Qiu Yin, Haoyong Song, Zhaolong Wang, Zhichao Ma, Wenming Zhang

Microparticle manipulation is a critical concern across various fields including microfabrication, flexible electronics and tissue engineering. Acoustic-activated sharp structures have been designed as simple and flexible tools to manipulate microparticles with their good compatibility, fast response, and broad tunability. However, there still lacks rational acoustic-structure design for effective energy concentration at the acoustic-activated sharp structures for microparticle manipulation. Here, we present the acoustic black hole (ABH) effect as enhancement for the acoustic micro-manipulator. It provides great reliability, simplicity and ease of use, supporting custom design of high-throughput patterning modes. Moreover, compared to commonly used configurations, such as cylindrical or conical microneedles, those microneedles with ABH profile exhibit superior acoustic energy focusing at the tip and induce stronger acoustofluidic effects. The average acoustic flow velocity induced by the ABH microneedle is 154 times greater than that of the conical one and 45 times greater than that of the cylindrical microneedle. Besides, the average acoustic radiation force (ARF) produced by the ABH microneedle against acrylic microparticles is about 319 times greater than that of the cylindrical one and 16 times greater than that of the conical one. These results indicate that ABH design significantly enhances microparticle manipulation. We demonstrate this concept with ABH effect enhanced microparticle manipulation and study the parameters influencing its performance including operating frequency, operating voltage and particle diameter. Furthermore, considering the flexibility of this system, we employ it for various patterning and high-throughput microparticle manipulation. This work paves the way for controllable microparticle manipulation, holding great potential for applications in microfabrication and biomedicine.

微粒操纵是微细加工、柔性电子和组织工程等各个领域的关键问题。声激活尖锐结构具有良好的兼容性、快速响应和广泛的可调性,已被设计为操纵微颗粒的简单而灵活的工具。然而,目前仍缺乏合理的声学结构设计,以在声激活尖锐结构上实现有效的能量集中,从而操纵微颗粒。在这里,我们提出了声学黑洞效应(ABH)作为声学微操纵器的增强技术。它具有极高的可靠性、简易性和易用性,支持高通量图案模式的定制设计。此外,与圆柱形或圆锥形微针等常用配置相比,具有 ABH 剖面的微针在顶端表现出卓越的声能聚焦效果,并能诱发更强的声流体效应。ABH 形微针诱导的平均声波流速是锥形微针的 154 倍,是圆柱形微针的 45 倍。此外,ABH 微针对丙烯酸微颗粒产生的平均声辐射力(ARF)是圆柱形微针的 319 倍,是圆锥形微针的 16 倍。这些结果表明,ABH 设计大大增强了微颗粒的操控性。我们用 ABH 效应增强型微粒操纵演示了这一概念,并研究了影响其性能的参数,包括工作频率、工作电压和微粒直径。此外,考虑到该系统的灵活性,我们将其用于各种图案化和高通量微粒操纵。这项工作为可控微粒操纵铺平了道路,在微加工和生物医学领域具有巨大的应用潜力。
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引用次数: 0
Ultrasensitive liquid sensor based on an embedded microchannel bulk acoustic wave resonator. 基于嵌入式微通道体声波谐振器的超灵敏液体传感器。
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-10-11 DOI: 10.1038/s41378-024-00790-6
Xiyu Gu, Yan Liu, Yuanhang Qu, Xiang Chen, Zesheng Liu, Yao Cai, Wenjuan Liu, Shishang Guo, Chengliang Sun

The high-frequency and high-quality factor characteristics of bulk acoustic wave (BAW) resonators have significantly advanced their application in sensing technologies. In this work, a fluidic sensor based on a BAW resonator structure is fabricated and investigated. Embedded microchannels are formed beneath the active area of the BAW device without the need for external processes. As liquid flows through the microchannel, pressure is exerted on the upper wall (piezoelectric film) of the microchannel, which causes a shift in the resonant frequency. Using density functional theory, we revealed the intrinsic mechanism by which piezoelectric film deformation influences BAW resonator performance. Theoretically, the upwardly convex piezoelectric film caused by liquid flow can increase the resonant frequency. The experimental results obtained with ethanol solutions of different concentrations reveal that the sensor, which operates at a high resonant frequency of 2.225 GHz, achieves a remarkable sensitivity of 5.1 MHz/% (221 ppm/%), with an ultrahigh linearity of 0.995. This study reveals the intrinsic mechanism of liquid sensing based on BAW resonators, highlights the potential of AlN/Al0.8Sc0.2N composite film BAW resonators in liquid sensing applications and offers insights for future research and development in this field.

体声波(BAW)谐振器的高频和高质量因子特性极大地推动了其在传感技术中的应用。在这项工作中,我们制作并研究了一种基于 BAW 谐振器结构的流体传感器。无需外部工艺,即可在 BAW 器件的有源区域下方形成嵌入式微通道。当液体流经微通道时,压力会施加到微通道的上壁(压电薄膜)上,从而导致谐振频率发生偏移。利用密度泛函理论,我们揭示了压电薄膜形变影响 BAW 谐振器性能的内在机制。从理论上讲,液体流动导致压电薄膜向上凸起可以提高谐振频率。利用不同浓度的乙醇溶液获得的实验结果表明,该传感器在 2.225 GHz 的高谐振频率下工作,灵敏度高达 5.1 MHz/%(221 ppm/%),线性度高达 0.995。这项研究揭示了基于声表面波谐振器的液体传感的内在机理,凸显了 AlN/Al0.8Sc0.2N 复合薄膜声表面波谐振器在液体传感应用中的潜力,并为该领域未来的研究和开发提供了启示。
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引用次数: 0
Quantitative and spatially resolved detection of multiplexed microRNA from plant tissue via hybridization to hydrogel-bound DNA probes in nanoliter well arrays. 通过与纳升孔阵列中的水凝胶结合 DNA 探针杂交,对植物组织中的多重 microRNA 进行定量和空间分辨检测。
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-10-08 DOI: 10.1038/s41378-024-00785-3
Jennifer Fang, Patrick S Doyle

Understanding complex regulatory networks in plant systems requires elucidating the roles of various gene regulators under a spatial landscape. MicroRNA are key regulators that impart high information value through their tissue specificity and stability when using expression patterns for evaluating network outcomes. However, current techniques that utilize spatial multiplexing and quantitation of microRNA are limited to primarily mammalian systems. Here, we present a method to spatially resolve and quantify multiple endogenous microRNA in situ using ethanol fixed, paraffin embedded model plant species. This method utilizes target-specific microRNA capture along with universal ligating and labelling, all within functionalized hydrogel posts containing DNA probes in nanoliter well arrays. We demonstrate the platform's multiplexing capabilities through analyzing three endogenous microRNA in Arabidopsis thaliana rosettes which provide useful answers to fundamental plant growth and development from the unique expression patterns. The spatial tissue technique is also validated using non-spatial small RNA assays to demonstrate the versatility of the well array platform. Our new platform expands the toolkit of spatial omics technologies for plants.

要了解植物系统中复杂的调控网络,就必须阐明各种基因调控因子在空间景观中的作用。MicroRNA 是关键的调控因子,在利用表达模式评估网络结果时,它们的组织特异性和稳定性赋予了它们很高的信息价值。然而,目前利用空间复用和量化 microRNA 的技术主要局限于哺乳动物系统。在这里,我们介绍一种利用乙醇固定、石蜡包埋的模式植物物种原位解析和量化多种内源性 microRNA 的方法。该方法利用目标特异性 microRNA 捕获以及通用连接和标记,所有这些都在纳升孔阵列中含有 DNA 探针的功能化水凝胶柱中进行。我们通过分析拟南芥莲座丛中的三种内源 microRNA,展示了该平台的复用能力,其独特的表达模式为植物的基本生长和发育提供了有用的答案。空间组织技术还通过非空间小 RNA 检测进行了验证,以展示井阵列平台的多功能性。我们的新平台扩展了植物空间组学技术的工具包。
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引用次数: 0
A piezoresistive-based 3-axial MEMS tactile sensor and integrated surgical forceps for gastrointestinal endoscopic minimally invasive surgery. 用于胃肠道内窥镜微创手术的基于压阻的三轴 MEMS 触觉传感器和集成手术钳。
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-27 DOI: 10.1038/s41378-024-00774-6
Cheng Hou, Huxin Gao, Xiaoxiao Yang, Guangming Xue, Xiuli Zuo, Yanqing Li, Dongsheng Li, Bo Lu, Hongliang Ren, Huicong Liu, Lining Sun

In robotic-assisted surgery (RAS), traditional surgical instruments without sensing capability cannot perceive accurate operational forces during the task, and such drawbacks can be largely intensified when sophisticated tasks involving flexible and slender arms with small end-effectors, such as in gastrointestinal endoscopic surgery (GES). In this study, we propose a microelectromechanical system (MEMS) piezoresistive 3-axial tactile sensor for GES forceps, which can intuitively provide surgeons with online force feedback during robotic surgery. The MEMS fabrication process facilitates sensor chips with miniaturized dimensions. The fully encapsulated tactile sensors can be effortlessly integrated into miniature GES forceps, which feature a slender diameter of just 3.5 mm and undergo meticulous calibration procedures via the least squares method. Through experiments, the sensor's ability to accurately measure directional forces up to 1.2 N in the Z axis was validated, demonstrating an average relative error of only 1.18% compared with the full-scale output. The results indicate that this tactile sensor can provide effective 3-axial force sensing during surgical operations, such as grasping and pulling, and in ex vivo testing with a porcine stomach. The compact size, high precision, and integrability of the sensor establish solid foundations for clinical application in the operating theater.

在机器人辅助手术(RAS)中,没有传感能力的传统手术器械无法感知任务过程中的准确操作力,而当复杂的任务涉及灵活纤细的手臂和小型末端执行器时,例如胃肠道内窥镜手术(GES),这种缺点会在很大程度上加剧。在本研究中,我们提出了一种用于 GES 钳的微机电系统(MEMS)压阻式三轴触觉传感器,它能在机器人手术中直观地为外科医生提供在线力反馈。MEMS 制造工艺有利于传感器芯片的微型化。完全封装的触觉传感器可以毫不费力地集成到直径仅为 3.5 毫米的微型 GES 镊子中,并通过最小二乘法进行细致的校准。通过实验,该传感器准确测量 Z 轴方向力(最大 1.2 N)的能力得到了验证,与全尺寸输出相比,平均相对误差仅为 1.18%。结果表明,这种触觉传感器可以在抓取和拉动等外科手术操作过程中,以及在猪胃的体外测试中,提供有效的三轴力感应。该传感器体积小、精度高、可集成,为手术室的临床应用奠定了坚实的基础。
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引用次数: 0
Ultra-sensitive nitrate-ion detection via transconductance-enhanced graphene ion-sensitive field-effect transistors. 通过跨导增强型石墨烯离子敏感场效应晶体管实现超灵敏硝酸根离子检测。
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-27 DOI: 10.1038/s41378-024-00768-4
Yingming Xu, Peng Zhou, Terrence Simon, Tianhong Cui

Current potentiometric sensing methods are limited to detecting nitrate at parts-per-billion (sub-micromolar) concentrations, and there are no existing potentiometric chemical sensors with ultralow detection limits below the parts-per-trillion (picomolar) level. To address these challenges, we integrate interdigital graphene ion-sensitive field-effect transistors (ISFETs) with a nitrate ion-sensitive membrane (ISM). The work aims to maximize nitrate ion transport through the nitrate ISM, while achieving high device transconductance by evaluating graphene layer thickness, optimizing channel width-to-length ratio (RWL), and enlarging total sensing area. The captured nitrate ions by the nitrate ISM induce surface potential changes that are transduced into electrical signals by graphene, manifested as the Dirac point shifts. The device exhibits Nernst response behavior under ultralow concentrations, achieving a sensitivity of 28 mV/decade and establishing a record low limit of detection of 0.041 ppt (4.8 × 10-13 M). Additionally, the sensor showed a wide linear detection range from 0.1 ppt (1.2 × 10-12 M) to 100 ppm (1.2 × 10-3 M). Furthermore, successful detection of nitrate in tap and snow water was demonstrated with high accuracy, indicating promising applications to drinking water safety and environmental water quality control.

目前的电位计传感方法仅限于检测十亿分之一(亚微摩尔)浓度的硝酸盐,而且还没有现有的电位计化学传感器具有低于十亿分之一(皮摩尔)水平的超低检测限。为了应对这些挑战,我们将数字间石墨烯离子敏感场效应晶体管(ISFET)与硝酸根离子敏感膜(ISM)集成在一起。这项工作旨在通过评估石墨烯层厚度、优化沟道宽长比(RWL)和扩大总传感面积,最大限度地提高硝酸根离子通过硝酸根离子敏感膜的传输,同时实现器件的高跨导。硝酸根 ISM 捕获的硝酸根离子会引起表面电位变化,这些变化通过石墨烯转化为电信号,表现为狄拉克点移动。该装置在超低浓度下表现出 Nernst 响应行为,灵敏度达到 28 mV/decade,并创下了 0.041 ppt(4.8 × 10-13 M)的最低检测限。此外,该传感器的线性检测范围很宽,从 0.1 ppt (1.2 × 10-12 M) 到 100 ppm (1.2 × 10-3 M)。此外,该传感器还成功地检测了自来水和雪水中的硝酸盐,而且准确度很高,这表明它在饮用水安全和环境水质控制方面的应用前景广阔。
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引用次数: 0
An artificial intelligence-assisted digital microfluidic system for multistate droplet control. 用于多态液滴控制的人工智能辅助数字微流体系统。
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-27 DOI: 10.1038/s41378-024-00775-5
Kunlun Guo, Zerui Song, Jiale Zhou, Bin Shen, Bingyong Yan, Zhen Gu, Huifeng Wang

Digital microfluidics (DMF) is a versatile technique for parallel and field-programmable control of individual droplets. Given the high level of variability in droplet manipulation, it is essential to establish self-adaptive and intelligent control methods for DMF systems that are informed by the transient state of droplets and their interactions. However, most related studies focus on droplet localization and shape recognition. In this study, we develop the AI-assisted DMF framework μDropAI for multistate droplet control on the basis of droplet morphology. The semantic segmentation model is integrated into our custom-designed DMF system to recognize the droplet states and their interactions for feedback control with a state machine. The proposed model has strong flexibility and can recognize droplets of different colors and shapes with an error rate of less than 0.63%; it enables control of droplets without user intervention. The coefficient of variation (CV) of the volumes of split droplets can be limited to 2.74%, which is lower than the CV of traditional dispensed droplets, contributing to an improvement in the precision of volume control for droplet splitting. The proposed system inspires the development of semantic-driven DMF systems that can interface with multimodal large language models (MLLMs) for fully automatic control.

数字微流控(DMF)是一种对单个液滴进行并行和现场可编程控制的多功能技术。鉴于液滴操作的高度可变性,为 DMF 系统建立自适应的智能控制方法至关重要,这种方法可了解液滴的瞬态及其相互作用。然而,大多数相关研究都侧重于液滴定位和形状识别。在本研究中,我们开发了人工智能辅助的 DMF 框架 μDropAI,用于基于液滴形态的多态液滴控制。语义分割模型被集成到我们定制设计的 DMF 系统中,用于识别液滴状态及其相互作用,从而利用状态机进行反馈控制。所提出的模型具有很强的灵活性,能够识别不同颜色和形状的液滴,误差率低于 0.63%;无需用户干预即可控制液滴。分割液滴的体积变异系数(CV)可限制在 2.74%,低于传统分配液滴的 CV,有助于提高液滴分割的体积控制精度。所提出的系统启发了语义驱动的 DMF 系统的开发,该系统可与多模态大语言模型(MLLM)对接,实现全自动控制。
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引用次数: 0
Unveiling the tradeoff between device scale and surface nonidealities for an optimized quality factor at room temperature in 2D MoS2 nanomechanical resonators. 揭示二维 MoS2 纳米机械谐振器在室温下优化品质因数时器件尺度与表面非理想性之间的权衡。
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-27 DOI: 10.1038/s41378-024-00763-9
Pengcheng Zhang, Yueyang Jia, Shuai Yuan, Maosong Xie, Zuheng Liu, Hao Jia, Rui Yang

A high quality (Q) factor is essential for enhancing the performance of resonant nanoelectromechanical systems (NEMS). NEMS resonators based on two-dimensional (2D) materials such as molybdenum disulfide (MoS2) have high frequency tunability, large dynamic range, and high sensitivity, yet room-temperature Q factors are typically less than 1000. Here, we systematically investigate the effects of device size and surface nonidealities on Q factor by measuring 52 dry-transferred fully clamped circular MoS2 NEMS resonators with diameters ranging from 1 μm to 8 μm, and optimize the Q factor by combining these effects with the strain-modulated dissipation model. We find that Q factor first increases and then decreases with diameter, with an optimized room-temperature Q factor up to 3315 ± 115 for a 2-μm-diameter device. Through extensive characterization and analysis using Raman spectroscopy, atomic force microscopy, and scanning electron microscopy, we demonstrate that surface nonidealities such as wrinkles, residues, and bubbles are especially significant for decreasing Q factor, especially for larger suspended membranes, while resonators with flat and smooth surfaces typically have larger Q factors. To further optimize Q factors, we measure and model Q factor dependence on the gate voltage, showing that smaller DC and radio-frequency (RF) driving voltages always lead to a higher Q factor, consistent with the strain-modulated dissipation model. This optimization of the Q factor delineates a straightforward and promising pathway for designing high-Q 2D NEMS resonators for ultrasensitive transducers, efficient RF communications, and low-power memory and computing.

高品质因数(Q)对于提高谐振纳米机电系统(NEMS)的性能至关重要。基于二维(2D)材料(如二硫化钼(MoS2))的 NEMS 谐振器具有高频率可调性、大动态范围和高灵敏度,但室温 Q 因子通常小于 1000。在这里,我们通过测量直径从 1 μm 到 8 μm 的 52 个干转移全夹紧圆形 MoS2 NEMS 谐振器,系统地研究了器件尺寸和表面非理想性对 Q 因子的影响,并将这些影响与应变调制耗散模型相结合,优化了 Q 因子。我们发现,Q 因子先随直径增大而增大,然后随直径减小而减小,2 微米直径器件的室温优化 Q 因子高达 3315 ± 115。通过使用拉曼光谱、原子力显微镜和扫描电子显微镜进行广泛的表征和分析,我们证明皱纹、残留物和气泡等表面非理想状态对降低 Q 因子尤其重要,特别是对较大的悬浮膜而言,而表面平坦光滑的谐振器通常具有较大的 Q 因子。为了进一步优化 Q 因子,我们测量了 Q 因子与栅极电压的关系并建立了模型,结果表明,较小的直流和射频(RF)驱动电压总是会导致较高的 Q 因子,这与应变调制耗散模型是一致的。Q因子的优化为设计用于超灵敏传感器、高效射频通信以及低功耗存储器和计算的高Q值二维NEMS谐振器提供了一条直接而有前景的途径。
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引用次数: 0
Artificial intelligence-enabled multipurpose smart detection in active-matrix electrowetting-on-dielectric digital microfluidics. 主动矩阵电介质数字微流体中的人工智能多用途智能检测。
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-27 DOI: 10.1038/s41378-024-00765-7
Zhiqiang Jia, Chunyu Chang, Siyi Hu, Jiahao Li, Mingfeng Ge, Wenfei Dong, Hanbin Ma

An active-matrix electrowetting-on-dielectric (AM-EWOD) system integrates hundreds of thousands of active electrodes for sample droplet manipulation, which can enable simultaneous, automatic, and parallel on-chip biochemical reactions. A smart detection system is essential for ensuring a fully automatic workflow and online programming for the subsequent experimental steps. In this work, we demonstrated an artificial intelligence (AI)-enabled multipurpose smart detection method in an AM-EWOD system for different tasks. We employed the U-Net model to quantitatively evaluate the uniformity of the applied droplet-splitting methods. We used the YOLOv8 model to monitor the droplet-splitting process online. A 97.76% splitting success rate was observed with 18 different AM-EWOD chips. A 99.982% model precision rate and a 99.980% model recall rate were manually verified. We employed an improved YOLOv8 model to detect single-cell samples in nanolitre droplets. Compared with manual verification, the model achieved 99.260% and 99.193% precision and recall rates, respectively. In addition, single-cell droplet sorting and routing experiments were demonstrated. With an AI-based smart detection system, AM-EWOD has shown great potential for use as a ubiquitous platform for implementing true lab-on-a-chip applications.

有源矩阵电介质电润湿(AM-EWOD)系统集成了成千上万个有源电极,用于样品液滴操作,可实现同步、自动和并行的片上生化反应。智能检测系统对于确保后续实验步骤的全自动工作流程和在线编程至关重要。在这项工作中,我们在 AM-EWOD 系统中针对不同任务展示了一种人工智能(AI)支持的多用途智能检测方法。我们采用 U-Net 模型来定量评估所应用的液滴分割方法的均匀性。我们使用 YOLOv8 模型在线监测液滴分裂过程。使用 18 种不同的 AM-EWOD 芯片,观察到 97.76% 的液滴分裂成功率。经人工验证,模型精确率为 99.982%,模型召回率为 99.980%。我们采用改进的 YOLOv8 模型来检测纳升液滴中的单细胞样本。与人工验证相比,该模型的精确率和召回率分别达到了 99.260% 和 99.193%。此外,还演示了单细胞液滴分拣和路由实验。有了基于人工智能的智能检测系统,AM-EWOD 已显示出作为实现真正片上实验室应用的泛在平台的巨大潜力。
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引用次数: 0
Overcoming bubble formation in polydimethylsiloxane-made PCR chips: mechanism and elimination with a high-pressure liquid seal. 克服聚二甲基硅氧烷 PCR 芯片中气泡的形成:高压液体密封的机理与消除。
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-27 DOI: 10.1038/s41378-024-00725-1
Shiyuan Gao, Tiegang Xu, Lei Wu, Xiaoyue Zhu, Xuefeng Wang, Xiaohong Jian, Xinxin Li

The thermal expansion of gas and the air permeability of polydimethylsiloxane (PDMS) were previously thought to be the main causes of bubbles and water loss during polymerase chain reaction (PCR), resulting in a very complex chip design and operation. Here, by calculating and characterizing bubble formation, we discovered that water vapor is the main cause of bubbling. During PCR, heat increases the volume of the bubble by a factor of only ~0.2 in the absence of water vapor but by a factor of ~6.4 in the presence of water vapor. In addition, the phenomenon of "respiration" due to the repeated evaporation and condensation of water vapor accelerates the expansion of bubbles and the loss of water. A water seal above 109 kPa can effectively prevent bubbles in a bare PDMS chip with a simple structure, which is significant for the wide application of PDMS chips.

以前人们认为气体的热膨胀和聚二甲基硅氧烷(PDMS)的透气性是聚合酶链式反应(PCR)过程中产生气泡和失水的主要原因,导致芯片设计和操作非常复杂。在这里,通过对气泡形成的计算和表征,我们发现水蒸气才是产生气泡的主要原因。在 PCR 过程中,如果没有水蒸气,热量只会使气泡体积增大约 0.2 倍,但如果有水蒸气,则会增大约 6.4 倍。此外,由于水蒸气反复蒸发和凝结而产生的 "呼吸 "现象也加速了气泡的膨胀和水分的流失。109 kPa 以上的水封可有效防止结构简单的裸 PDMS 芯片产生气泡,这对 PDMS 芯片的广泛应用意义重大。
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引用次数: 0
Atomic Nb-doping of WS2 for high-performance synaptic transistors in neuromorphic computing. 用于神经形态计算中高性能突触晶体管的 WS2 原子掺铌。
IF 7.3 1区 工程技术 Q1 INSTRUMENTS & INSTRUMENTATION Pub Date : 2024-09-26 DOI: 10.1038/s41378-024-00779-1
Kejie Guan, Yinxiao Li, Lin Liu, Fuqin Sun, Yingyi Wang, Zhuo Zheng, Weifan Zhou, Cheng Zhang, Zhengyang Cai, Xiaowei Wang, Simin Feng, Ting Zhang

Owing to the controllable growth and large-area synthesis for high-density integration, interest in employing atomically thin two-dimensional (2D) transition-metal dichalcogenides (TMDCs) for synaptic transistors is increasing. In particular, substitutional doping of 2D materials allows flexible modulation of material physical properties, facilitating precise control in defect engineering for eventual synaptic plasticity. In this study, to increase the switch ratio of synaptic transistors, we selectively performed experiments on WS2 and introduced niobium (Nb) atoms to serve as the channel material. The Nb atoms were substitutionally doped at the W sites, forming a uniform distribution across the entire flakes. The synaptic transistor devices exhibited an improved switch ratio of 103, 100 times larger than that of devices prepared with undoped WS2. The Nb atoms in WS2 play crucial roles in trapping and detrapping electrons. The modulation of channel conductivity achieved through the gate effectively simulates synaptic potentiation, inhibition, and repetitive learning processes. The Nb-WS2 synaptic transistor achieves 92.30% recognition accuracy on the Modified National Institute of Standards and Technology (MNIST) handwritten digit dataset after 125 training iterations. This study's contribution extends to a pragmatic and accessible atomic doping methodology, elucidating the strategies underlying doping techniques for channel materials in synaptic transistors.

由于二维过渡金属二卤化物(TMDCs)的可控生长和大面积合成可实现高密度集成,人们对采用原子级薄的二维过渡金属二卤化物(TMDCs)制造突触晶体管的兴趣与日俱增。特别是,二维材料的置换掺杂可以灵活地调节材料的物理特性,便于精确控制缺陷工程,从而实现最终的突触可塑性。在本研究中,为了提高突触晶体管的开关比,我们选择性地在 WS2 上进行了实验,并引入铌(Nb)原子作为沟道材料。铌原子被替代性地掺杂在 W 位点上,在整个薄片上形成均匀分布。这种突触晶体管器件的开关比提高了 103 倍,是用未掺杂 WS2 制备的器件的 100 倍。WS2 中的铌原子在捕获和分离电子方面发挥了关键作用。通过栅极实现的通道电导率调制有效地模拟了突触电位、抑制和重复学习过程。经过 125 次迭代训练后,Nb-WS2 突触晶体管在美国国家标准与技术研究院(MNIST)的手写数字数据集上达到了 92.30% 的识别准确率。这项研究的贡献在于扩展了一种实用、易用的原子掺杂方法,阐明了突触晶体管沟道材料掺杂技术的基本策略。
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引用次数: 0
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Microsystems & Nanoengineering
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