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Correlation of mechanical and structural properties of GaN epitaxial layers for effective design of MEMS resonator structure GaN外延层力学性能与结构性能的相关性为MEMS谐振腔结构的有效设计提供了依据
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-04 DOI: 10.1016/j.sna.2025.117360
Sharmila , Anuj Kumar Vashisth , Hemant Kumar Sharma , Sandeep Dalal , Kapil Narang , Vikash Kumar Singh , Shankar Dutta , Pandian Senthil Kumar , Akhilesh Pandey
With the evolution of epitaxial Gallium nitride (GaN) layers over a period, it expanded its wings from high-electron-mobility transistors (HEMT) to micro-electro-mechanical system (MEMS) based devices. The properties of the epitaxial layer greatly influence the performance of the HEMT and MEMS devices. This paper discusses hetero-epitaxial growth, structural and mechanical characterisation of GaN layers on three different substrates (SiC, sapphire, and Si (111)) for MEMS resonator application. The crystalline quality of the epitaxial films is evaluated by X-ray rocking curve measurements along the (0002) and (10−11) planes. The GaN/ SiC exhibited reduced screw dislocation density ∼1.28 × 107 cm−2 and edge dislocation density∼1.24 × 109 cm−2 compared to the other two epitaxial layers. The reciprocal space map (RSM) of the samples revealed the presence of in-plane compressive stress and out-of-plane tensile stress in the GaN/SiC and GaN/sapphire samples, while GaN/Si (111) sample has in-plane tensile and out-of-plane compressive stress components. The nanoindentation testing of the epitaxial layers showed an increased elastic modulus by 11.2–19 % and the hardness decreased by 2.5–23 % from their theoretical values. The effect of generated stress components coupled with the modified elastic modulus and hardness on the modal pattern and resonant frequencies of the designed GaN-based butterfly-type resonator structure has been studied. Shift in the resonant frequency (5.5 – 9.1 %) as well as the modal patterns is observed in the designed butterfly resonator. The impact of in-plane and out-of-plane stress has also been studied in the form of unique pattern formation on the wings of the designed MEMS butterfly structure.
随着外延氮化镓(GaN)层在一段时间内的发展,它的翅膀从高电子迁移率晶体管(HEMT)扩展到基于微机电系统(MEMS)的器件。外延层的性能对HEMT和MEMS器件的性能影响很大。本文讨论了用于MEMS谐振器的三种不同衬底(SiC,蓝宝石和Si(111))上的GaN层的异质外延生长,结构和力学特性。通过沿(0002)和(10−11)平面的x射线摇摆曲线测量来评价外延膜的结晶质量。与其他两种外延层相比,GaN/ SiC的螺旋位错密度降低了~ 1.28 × 107 cm−2,边缘位错密度降低了~ 1.24 × 109 cm−2。样品的倒易空间图(RSM)显示,GaN/SiC和GaN/蓝宝石样品中存在面内压应力和面外拉应力,而GaN/Si(111)样品则存在面内拉应力和面外压应力分量。纳米压痕测试表明,外延层的弹性模量比理论值提高了11.2-19 %,硬度比理论值降低了2.5-23 %。研究了所设计的氮化镓基蝶形谐振器结构中产生的应力分量与修正后的弹性模量和硬度对其模态和谐振频率的影响。在所设计的蝶形谐振器中观察到谐振频率(5.5 - 9.1 %)和模态模式的移位。此外,还研究了面内和面外应力对所设计的MEMS蝴蝶结构机翼形成独特图案的影响。
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引用次数: 0
PVA/CNT-coated core-spun yarn strain sensors with high sensitivity for real-time human motion monitoring 具有高灵敏度的PVA/ cnt包覆包芯纺纱应变传感器,用于实时人体运动监测
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-04 DOI: 10.1016/j.sna.2025.117370
Linlin Cui , Juan Chen , Qufu Wei , Xiang Yan , Qingfa Peng , Juanfen Chen , Mingli Song , Yanni Xu , Jianyun Lin
Flexible fiber-based strain sensors have emerged as key components in next-generation wearable electronics due to their inherent softness, mechanical compliance, and compatibility with textile systems. However, the integration of conductive materials into textile substrates remains a major challenge, primarily due to poor material dispersion and the lack of scalable, substrate-compatible fabrication processes. In this work, we address these limitations by developing a PVA/CNT-coated polyester/spandex core-spun yarn-based strain sensor via a continuous dip-coating strategy. The incorporation of polyvinyl alcohol (PVA) facilitates strong hydrogen bonding between carbon nanotubes (CNTs) and the yarn surface, thereby enhancing the structural integrity and electrical conductivity of the composite. Benefiting from the synergistic effects of a stacked-layer architecture, the resulting sensor exhibits a wide working strain range, high sensitivity (GF of 1481.5), rapid response time, ultralow detection limit and excellent durability over 1000 loading–unloading cycles under 5 % strain. The sensor reliably captures full-range limb motion signals in real time when applied to various joints of the human body. This study presents a scalable, low-cost, and structurally stable approach for developing high-performance CNT-based yarn strain sensors, offering significant promise for applications in wearable health monitoring and human–machine interfaces.
基于柔性纤维的应变传感器由于其固有的柔软性、机械顺应性和与纺织系统的兼容性,已成为下一代可穿戴电子产品的关键部件。然而,将导电材料集成到纺织基材中仍然是一个主要的挑战,主要是由于材料分散性差和缺乏可扩展的、基材兼容的制造工艺。在这项工作中,我们通过连续浸渍涂层策略开发了PVA/ cnt涂层聚酯/氨纶包芯纺纱应变传感器,从而解决了这些限制。聚乙烯醇(PVA)的加入促进了碳纳米管(CNTs)与纱线表面之间的强氢键,从而增强了复合材料的结构完整性和导电性。得益于叠层结构的协同效应,该传感器具有宽应变范围、高灵敏度(GF为1481.5)、快速响应时间、超低检测极限以及在5 %应变下超过1000次加载-卸载循环的优异耐久性。该传感器应用于人体各个关节时,可实时可靠地捕获全范围肢体运动信号。这项研究提出了一种可扩展、低成本和结构稳定的方法来开发高性能的基于碳纳米管的纱线应变传感器,为可穿戴健康监测和人机界面的应用提供了重要的前景。
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引用次数: 0
A mode-localized highly curved micro-beam for sensing applications 用于传感应用的模式局部化高弯曲微光束
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-04 DOI: 10.1016/j.sna.2025.117368
Zakaria Saibaa , Mohamed Hemid , Mehdi Ghommem , Nouha Alcheikh
In this paper, we present an experimental and numerical investigation of a highly curved micro-resonator to enhance linear modal coupling between the symmetric and anti-symmetric modes for sensing applications. Specifically, we examine the phenomena of crossing, veering, and mode localization in micro-resonators with a high initial curvature-to- thickness ratio. A parametric study using the Finite Element Method (FEM) was conducted to adjust the strengthened mode coupling between the first symmetric and first antisymmetric modes. Experimental results on microbeams with high curvature ratios demonstrate that the higher-order modes effectively shift to become the fundamental ones. Moreover, its dynamic behavior and frequency responses were tested under varying electrostatic actuation levels and different electrode configurations at ambient and low-vacuum pressure ranges, demonstrating frequency modulation tuning between the two modes. Mode localization was successfully activated and tuned, resulting in a significant enhancement in pressure-sensing sensitivity. By tracking the frequency response in the mode localized zone, the device exhibited a high sensitivity of 174.6 ppm/Torr in the low-vacuum pressure range (100–760 Torr), which is seven times greater than obtained by tracking a single mode. Additionally, it achieved a sensitivity of 1144.3 ppm/Torr based on amplitude shifts within the 100–400 Torr range, without the need for an active power-consuming actuation. Hence, these results highlight the effectiveness of the proposed micro-device, which leverages passive geometric design to enable highly sensitive and energy-efficient sensing applications, offering a practical solution for applications requiring low power consumption and design simplicity.
在本文中,我们提出了一种高弯曲微谐振器的实验和数值研究,以增强用于传感应用的对称和反对称模式之间的线性模态耦合。具体来说,我们研究了具有高初始曲率与厚度比的微谐振器中的交叉、转向和模式局部化现象。采用有限元法对第一对称模态和第一反对称模态之间的增强模态耦合进行了参数化研究。高曲率比微光束的实验结果表明,高阶模态有效地转变为基阶模态。此外,在环境和低真空压力范围内,测试了不同静电驱动水平和不同电极配置下的动态行为和频率响应,证明了两种模式之间的调频调谐。模式定位被成功激活和调整,从而显著提高了压力传感灵敏度。通过跟踪模式局部区域的频率响应,该器件在低真空压力范围内(100-760 Torr)具有174.6 ppm/Torr的高灵敏度,比跟踪单一模式获得的灵敏度高7倍。此外,基于100-400 Torr范围内的振幅变化,它实现了1144.3 ppm/Torr的灵敏度,而无需主动耗能驱动。因此,这些结果突出了所提出的微器件的有效性,该器件利用被动几何设计实现高灵敏度和高能效的传感应用,为需要低功耗和设计简单的应用提供了实用的解决方案。
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引用次数: 0
Advancing automotive wire harness inspection via optical coherence tomography coupled with a robust defect detection algorithm 基于光学相干层析成像和鲁棒缺陷检测算法的汽车线束检测
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-04 DOI: 10.1016/j.sna.2025.117319
Hayoung Kim , Jina Bok , Sangyeob Han , Mansik Jeon , Jeehyun Kim
This study rigorously investigates the use of optical coherence tomography (OCT) as an advanced, nondestructive imaging technique for inspecting automotive wire harnesses. Conventional inspection methods—such as visual examination and manual or electrical testing—often fail to detect subsurface or minute defects due to inherent limitations, including a high susceptibility to human error and an inability to directly visualize internal flaws. OCT addresses these challenges by providing high-resolution, three-dimensional imaging capable of precisely locating and characterizing defects within complex wire harness assemblies. This work not only demonstrates OCT’s superiority in detecting critical flaws missed by traditional methods but also underscores its potential to enhance manufacturing quality control. By incorporating an innovative OCT-based defect detection algorithm, the study advances current inspection methodologies, promoting higher safety and performance standards in automotive wiring systems. The proposed algorithm’s adaptability to varying terminal configurations and its real-time defect recognition capability promise significant improvements in the reliability and efficiency of wire harness production.
本研究严格调查了光学相干断层扫描(OCT)作为一种先进的无损成像技术用于检查汽车线束的使用。由于固有的局限性,传统的检测方法,如目测和手动或电气测试,往往无法检测到地下或微小的缺陷,包括对人为错误的高度敏感性和无法直接看到内部缺陷。OCT通过提供高分辨率的三维成像解决了这些挑战,能够精确定位和表征复杂线束组件中的缺陷。这项工作不仅证明了OCT在检测传统方法遗漏的关键缺陷方面的优势,而且强调了其增强制造质量控制的潜力。通过结合创新的基于oct的缺陷检测算法,该研究推进了当前的检测方法,促进了汽车布线系统的更高安全和性能标准。该算法对不同端子结构的适应性和缺陷的实时识别能力大大提高了线束生产的可靠性和效率。
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引用次数: 0
Application of DFT to MOS gas sensors: A review of sensing mechanisms DFT在MOS气体传感器中的应用:传感机理综述
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-03 DOI: 10.1016/j.sna.2025.117364
Minjae Kim , Ayoung Yoon , Ji Chul Jung , Wonjong Jung
Metal oxide semiconductor (MOS) gas sensors are widely studied for their high sensitivity, rapid response, and low cost. Advancing these devices requires a clear understanding of the underlying sensing mechanisms. Density functional theory (DFT) offers a powerful route to predict and interpret sensor behavior by linking atomistic interactions to measurable responses. This review summarizes the sensing properties of MOS gas sensors and the key DFT-derived descriptors used to analyze them. It then delineates three representative mechanisms, namely the “adsorbed oxygen model,” the “lattice oxygen model,” and the “direct adsorption model,” and explains how DFT modeling and interpretation strategies should be adapted to the dominant mechanism. By organizing DFT-based approaches by sensing mechanism, the review provides a structured framework that connects computation with experiment and offers insights to guide future research on the design and analysis of MOS gas sensors.
金属氧化物半导体(MOS)气体传感器以其高灵敏度、快速响应和低成本等优点得到了广泛的研究。推进这些设备需要清楚地了解潜在的传感机制。密度泛函理论(DFT)通过将原子相互作用与可测量的响应联系起来,为预测和解释传感器行为提供了强有力的途径。本文综述了MOS气体传感器的传感特性以及用于分析它们的关键dft衍生描述符。然后描述了三种具有代表性的机制,即“吸附氧模型”、“晶格氧模型”和“直接吸附模型”,并解释了DFT建模和解释策略应如何适应主导机制。通过根据传感机制组织基于dft的方法,本文提供了一个将计算与实验联系起来的结构化框架,并为指导MOS气体传感器的设计和分析的未来研究提供了见解。
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引用次数: 0
Transparent and stretchable piezoelectric sensor based on molecular ferroelectric hybrid polyurethane urea elastomer† 基于分子铁电杂化聚氨酯脲弹性体†的透明可拉伸压电传感器
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-03 DOI: 10.1016/j.sna.2025.117362
Zihao Qian , Zhijun Hu , Mingyu Guo
Flexible piezoelectric sensors have attracted substantial interest for their applications in emerging technologies including electronic skin, wearable devices, and advanced human-machine interfaces. However, achieving the simultaneous integration of optical transparency and mechanical compliance in these sensors presents significant technical challenges. Herein, we develop a transparent, stretchable piezoelectric sensor through in-situ crystallization of hydrophobic molecular ferroelectric within polyurethane-urea matrix. The resultant sensor exhibits remarkable optical transmittance (∼79 % at 550 nm) and excellent stretchability (elongation at break > 550 %). It features a broad pressure detection range (0.3–60 kPa) while maintaining a high sensitivity of 90 mV kPa⁻¹ in the low-pressure regime (0–1 kPa). Notably, it preserves stable voltage output even under 50 % tensile strain. Practical applications in human motion monitoring have been successfully demonstrated, including detection of finger tapping, joint bending, and running motions. This work not only expands the potential applications of molecular ferroelectrics in flexible sensing technologies, but also provides novel insights into the development of transparent, stretchable piezoelectric devices.
柔性压电传感器在电子皮肤、可穿戴设备和先进人机界面等新兴技术中的应用引起了人们的极大兴趣。然而,在这些传感器中实现光学透明度和机械顺应性的同时集成提出了重大的技术挑战。在此,我们通过在聚氨酯-尿素基体中疏水铁电分子的原位结晶,开发了一种透明的、可拉伸的压电传感器。由此产生的传感器具有显著的光学透过率(在550 nm处约79 %)和优异的拉伸性(断裂伸长率>; 550 %)。它具有宽的压力检测范围(0.3-60 kPa),同时在低压区(0-1 kPa)保持90 mV kPa(⁻¹ )的高灵敏度。值得注意的是,即使在50% %拉伸应变下,它也能保持稳定的电压输出。在人体运动监测的实际应用已经成功展示,包括检测手指敲击,关节弯曲,和运行的运动。这项工作不仅扩展了分子铁电体在柔性传感技术中的潜在应用,而且为透明、可拉伸压电器件的发展提供了新的见解。
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引用次数: 0
Single-crystalline Ag-doped 1-D ZnO nanorod arrays synthesized via hydrothermal method for dual-function ultraviolet and humidity sensing 水热法合成单晶ag掺杂1-D氧化锌纳米棒阵列,用于双功能紫外和湿度传感
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-03 DOI: 10.1016/j.sna.2025.117363
Yu-Jhih Chu , Sheng-Joue Young , Yi-Hsing Liu , Shoou-Jinn Chang
Ultraviolet photodetector (UVPD) plays an inevitable role in the internet of Things (IoT) due to their unique functional advantages, including high sensitivity, fast response speed, and low power consumption, which are essential for real-time signal detection and reliable device operation. In this research, a high-efficiency ultraviolet photodetector based on one-dimensional ZnO nanorods arrays (1-D ZnO NRAs) doped with silver (Ag) was prepared via a hydrothermal synthesis process. The morphology status, elemental composition, crystallinity and optical properties of 1-D ZnO NRAs and Ag-d/1-D ZnO NRAs were verified by thermal field-emission scanning electron microscopy (SEM), transmission electron microscopy (TEM), X-ray diffraction (XRD) and micro-photoluminescence spectroscopy (PL). The photodetector characteristics analysis showed that the photocurrent-to-dark current ratio (PCDR) of 1-D ZnO NRAs and Ag-d/1-D ZnO NRAs were 85.2, and 452, respectively. Furthermore, measurements under different relative humidity (RH%) environments showed that the rise times and fall times of 1-D ZnO NRAs were 116.9 s, and 45.2 s, while those of the Ag-d/1-D ZnO NRAs were 163 s, and 130.6 s, respectively. Overall, these research results indicate that silver doping can reduce the intrinsic defects in ZnO by promoting electron-and hole recombination, thereby improving the photoresponse of ZnO-based UV photodetectors under varying RH% conditions.
紫外光电探测器(UVPD)以其灵敏度高、响应速度快、功耗低等独特的功能优势,在物联网(IoT)中发挥着不可避免的作用,这是实现实时信号检测和设备可靠运行所必需的。在本研究中,通过水热合成工艺制备了一种基于一维ZnO纳米棒阵列(1-D ZnO NRAs)掺杂银(Ag)的高效紫外探测器。采用热场发射扫描电镜(SEM)、透射电镜(TEM)、x射线衍射仪(XRD)和微光致发光光谱(PL)对1-D氧化锌NRAs和Ag-d/1-D氧化锌NRAs的形貌、元素组成、结晶度和光学性能进行了验证。光电探测器特性分析表明,1-D氧化锌NRAs和Ag-d/1-D氧化锌NRAs的光电流-暗电流比(PCDR)分别为85.2和452。在不同相对湿度(RH%)环境下,1-D氧化锌NRAs的上升时间和下降时间分别为116.9 s和45.2 s, Ag-d/1-D氧化锌NRAs的上升时间和下降时间分别为163 s和130.6 s。总的来说,这些研究结果表明,银掺杂可以通过促进电子和空穴的复合来减少ZnO的固有缺陷,从而提高ZnO基紫外光电探测器在不同RH%条件下的光响应。
{"title":"Single-crystalline Ag-doped 1-D ZnO nanorod arrays synthesized via hydrothermal method for dual-function ultraviolet and humidity sensing","authors":"Yu-Jhih Chu ,&nbsp;Sheng-Joue Young ,&nbsp;Yi-Hsing Liu ,&nbsp;Shoou-Jinn Chang","doi":"10.1016/j.sna.2025.117363","DOIUrl":"10.1016/j.sna.2025.117363","url":null,"abstract":"<div><div>Ultraviolet photodetector (UVPD) plays an inevitable role in the internet of Things (IoT) due to their unique functional advantages, including high sensitivity, fast response speed, and low power consumption, which are essential for real-time signal detection and reliable device operation. In this research, a high-efficiency ultraviolet photodetector based on one-dimensional ZnO nanorods arrays (1-D ZnO NRAs) doped with silver (Ag) was prepared via a hydrothermal synthesis process. The morphology status, elemental composition, crystallinity and optical properties of 1-D ZnO NRAs and Ag-d/1-D ZnO NRAs were verified by thermal field-emission scanning electron microscopy (SEM), transmission electron microscopy (TEM), X-ray diffraction (XRD) and micro-photoluminescence spectroscopy (PL). The photodetector characteristics analysis showed that the photocurrent-to-dark current ratio (PCDR) of 1-D ZnO NRAs and Ag-d/1-D ZnO NRAs were 85.2, and 452, respectively. Furthermore, measurements under different relative humidity (RH%) environments showed that the rise times and fall times of 1-D ZnO NRAs were 116.9 s, and 45.2 s, while those of the Ag-d/1-D ZnO NRAs were 163 s, and 130.6 s, respectively. Overall, these research results indicate that silver doping can reduce the intrinsic defects in ZnO by promoting electron-and hole recombination, thereby improving the photoresponse of ZnO-based UV photodetectors under varying RH% conditions.</div></div>","PeriodicalId":21689,"journal":{"name":"Sensors and Actuators A-physical","volume":"399 ","pages":"Article 117363"},"PeriodicalIF":4.9,"publicationDate":"2025-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145791753","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A dual-spectrum sensing platform based on cascaded hollow core fiber for seawater temperature and salinity measurement 基于级联中空芯光纤的海水温度和盐度测量双光谱传感平台
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-03 DOI: 10.1016/j.sna.2025.117361
Jian Zhao , Si-min Deng , Ya-nan Zhang , Yong Zhao , Shuang Zhai
This study demonstrates a hollow core fiber (HCF)-based multifunctional sensor platform that combines Fabry-Perot interference with the anti-resonance (AR) mechanism. Systematic experiments confirm the temperature and salinity dual-parameter detection capability of this composite structure. The Fabry-Perot cavity is constructed by fusing a segment of HCF between single-mode fibers, with femtosecond laser drilling applied to the HCF to facilitate liquid flow. The core component that excites the AR effect is the HCF filled with temperature-sensitive material inside. Simulation analyses reveal a significant temperature response in the AR structure, with theoretical calculations confirming its sensitivity. Experimental validations, as well as theoretical simulations using the electromagnetic frequency domain, demonstrate good consistency, with the maximum temperature and salinity sensitivity of 5.3 nm/℃ and 0.192 nm/‰, respectively. Comparative studies of the temperature-sensitive material filling methods indicate that different filling regions not only affect the excitation of AR phenomenon, but also change the temperature response sensitivity. This work offers a highly sensitive and versatile approach for precise temperature and salinity measurement across a broad range, with potential applications in environmental monitoring and industrial processes.
本研究展示了一种基于空芯光纤(HCF)的多功能传感器平台,该平台结合了法布里-珀罗干扰和抗共振(AR)机制。系统实验验证了该复合材料结构的温度、盐度双参数检测能力。法布里-珀罗腔是通过在单模光纤之间融合一段HCF来构建的,并在HCF上应用飞秒激光钻孔以促进液体流动。激发AR效果的核心部件是内部填充温度敏感材料的HCF。仿真分析表明,AR结构具有显著的温度响应,理论计算证实了其灵敏度。实验验证和电磁频域理论模拟结果一致,最大温度灵敏度为5.3 nm/℃,最大盐度灵敏度为0.192 nm/‰。对温度敏感材料填充方法的对比研究表明,不同填充区域不仅会影响AR现象的激发,还会改变温度响应灵敏度。这项工作为广泛范围内的精确温度和盐度测量提供了一种高度敏感和通用的方法,在环境监测和工业过程中具有潜在的应用。
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引用次数: 0
Deep learning-assisted prediction of electric field impact on impurity photoionization cross section in CdS/ZnSe core/shell spherical quantum dot embedded in PVA matrix 电场对嵌入PVA矩阵的CdS/ZnSe核/壳球形量子点杂质光离截面影响的深度学习辅助预测
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-03 DOI: 10.1016/j.sna.2025.117365
A. Cherni , N. Zeiri , N. Yahyaoui , D.B. Hayrapetyan , M.N. Murshed
This study introduces a hybrid approach that combines theoretical modelling and deep learning (DL) techniques to predict the photoionization cross-section (PICS) of an on-center impurity in CdS/ZnSe core/shell spherical quantum dots (CSSQDs) embedded in a PVA dielectric matrix under a static electric field (EF). The energy states were determined by solving the Schrödinger equation within the effective mass approximation (EMA) using the variational method. A theoretical dataset was generated for three EF intensities (0, 10, and 20 kV/cm) and used to train three DL models: artificial neural network (ANN), recurrent neural network (RNN), and convolutional neural network (CNN). Among these models, the RNN achieved the best performance, with mean square errors (MSE) of 0.00010, 0.00010 and 0.00020 and root mean square errors (RMSE) of 0.00830, 0.01010 and 0.01250 for F = 0, 10 and F = 20 kV/cm, respectively. The coefficient of determination (R2) reached 0.99990 for all applied EF, demonstrating exceptional accuracy. The proposed DL models also exhibited excellent generalization capabilities, accurately predicting PICS for EF intensities not included in the training set (e.g., from 4 to 20 kV/cm, with a step of 4 kV/cm). This study represents the first joint application of RNN and CNN architectures to PICS prediction in CSSQDs under EF conditions, while also providing a thorough comparative analysis of three distinct DL approaches for the prediction of optical properties. These results open promising avenues for the design of adaptive and intelligent optoelectronic devices, such as infrared photodetectors, exploiting the ability of DL models to capture the dependence of PICS on the applied field in real time.
本研究介绍了一种结合理论建模和深度学习(DL)技术的混合方法,以预测嵌入在PVA介电矩阵中的CdS/ZnSe核/壳球形量子点(CSSQDs)在静电场(EF)下的中心上杂质的光电离截面(PICS)。利用变分法求解有效质量近似(EMA)内的Schrödinger方程来确定能态。生成了三种EF强度(0、10和20 kV/cm)的理论数据集,并用于训练三种深度学习模型:人工神经网络(ANN)、循环神经网络(RNN)和卷积神经网络(CNN)。其中,当F = 0、10和F = 20 kV/cm时,RNN的均方误差(MSE)分别为0.00010、0.00010和0.00020,均方根误差(RMSE)分别为0.00830、0.01010和0.01250。所有应用EF的决定系数(R2)达到0.99990,显示出优异的准确性。所提出的深度学习模型还表现出出色的泛化能力,能够准确预测训练集中未包含的EF强度的PICS(例如,从4到20 kV/cm,步长为4 kV/cm)。本研究首次将RNN和CNN架构联合应用于EF条件下CSSQDs的PICS预测,同时也对三种不同的DL方法进行了全面的比较分析,以预测光学性质。这些结果为设计自适应和智能光电器件(如红外光电探测器)开辟了有希望的途径,利用DL模型实时捕获PICS对应用领域的依赖性。
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引用次数: 0
Electret gel interfaces of phthalo blue and plasticized PVC for enhanced vibrotactile actuation 酞蓝和塑化PVC驻极体凝胶界面增强振动触觉驱动
IF 4.9 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-02 DOI: 10.1016/j.sna.2025.117357
Ganesh Shimoga , Eun-jae Shin , Seok-Han Lee , Mruthyunjayachari Chattanahalli Devendrachari , Dong-Soo Choi , Sang-Youn Kim
High-k electret gels composed of copper (II) phthalocyanine nanoparticles (npCuPc) and plasticized polyvinyl chloride (pPVC) have been developed for the fabrication of smart, reliable vibrotactile actuator devices. These High-k electret gels were prepared by uniform distribution of npCuPc into pPVC in a stoichiometric ratio using a high-power ultrasonic probe, followed by a straightforward solution casting protocol. The interactions between npCuPc and pPVC in the hybrid high-k electret gel composites were analyzed in detail using various physicochemical characterization techniques. Additionally, these high-k electrets are used as dielectric interfaces for the fabrication of vibrotactile actuator devices, the npCuPc/pPVC hybrid composite electret gels demonstrated a low leakage current (∼1.75 µA), indicating efficient electric power utilization during actuation. The npCuPc-pPVC-3 gel demonstrated an ultimate dielectric constant of ∼343.0 at 1.0 Hz, which likely contributed to its excellent actuation performance and long-term durability. Moreover, the actuators made from npCuPc-pPVC-3 gels showed remarkable robustness, maintaining performance across three consecutive days of continuous use. Notably, its actuation performance remained highly stable, with only a slight decline from 0.88 g to 0.871 g, emphasizing its impressive reliability and endurance.
由酞菁铜纳米粒子(npCuPc)和增塑型聚氯乙烯(pPVC)组成的高k驻极体凝胶用于制造智能、可靠的振动触觉致动器装置。这些高k驻极体凝胶是利用高功率超声探头将npCuPc按化学计量比均匀分布到pPVC中,然后采用简单的溶液浇铸工艺制备的。利用各种物理化学表征技术详细分析了高k驻极体凝胶复合材料中npCuPc和pPVC的相互作用。此外,这些高k驻极体被用作制造振动触觉致动器装置的介电界面,npCuPc/pPVC混合复合驻极体凝胶显示出低泄漏电流(~ 1.75 µa),表明在致动过程中有效的电力利用。nppc - ppvc -3凝胶在1.0 Hz下的最终介电常数为~ 343.0,这可能有助于其出色的驱动性能和长期耐用性。此外,由nppc - ppvc -3凝胶制成的执行器表现出显著的稳健性,连续使用三天仍能保持性能。值得注意的是,它的驱动性能保持高度稳定,仅从0.88 g轻微下降到0.871 g,强调了其令人印象深刻的可靠性和耐久性。
{"title":"Electret gel interfaces of phthalo blue and plasticized PVC for enhanced vibrotactile actuation","authors":"Ganesh Shimoga ,&nbsp;Eun-jae Shin ,&nbsp;Seok-Han Lee ,&nbsp;Mruthyunjayachari Chattanahalli Devendrachari ,&nbsp;Dong-Soo Choi ,&nbsp;Sang-Youn Kim","doi":"10.1016/j.sna.2025.117357","DOIUrl":"10.1016/j.sna.2025.117357","url":null,"abstract":"<div><div>High-<em>k</em> electret gels composed of copper (II) phthalocyanine nanoparticles (<em>np</em>CuPc) and plasticized polyvinyl chloride (<em>p</em>PVC) have been developed for the fabrication of smart, reliable vibrotactile actuator devices. These High-<em>k</em> electret gels were prepared by uniform distribution of <em>np</em>CuPc into <em>p</em>PVC in a stoichiometric ratio using a high-power ultrasonic probe, followed by a straightforward solution casting protocol. The interactions between <em>np</em>CuPc and <em>p</em>PVC in the hybrid high-<em>k</em> electret gel composites were analyzed in detail using various physicochemical characterization techniques. Additionally, these high-<em>k</em> electrets are used as dielectric interfaces for the fabrication of vibrotactile actuator devices, the <em>np</em>CuPc/<em>p</em>PVC hybrid composite electret gels demonstrated a low leakage current (∼1.75 µA), indicating efficient electric power utilization during actuation. The <em>np</em>CuPc-<em>p</em>PVC-3 gel demonstrated an ultimate dielectric constant of ∼343.0 at 1.0 Hz, which likely contributed to its excellent actuation performance and long-term durability. Moreover, the actuators made from <em>np</em>CuPc-<em>p</em>PVC-3 gels showed remarkable robustness, maintaining performance across three consecutive days of continuous use. Notably, its actuation performance remained highly stable, with only a slight decline from 0.88 g to 0.871 g, emphasizing its impressive reliability and endurance.</div></div>","PeriodicalId":21689,"journal":{"name":"Sensors and Actuators A-physical","volume":"398 ","pages":"Article 117357"},"PeriodicalIF":4.9,"publicationDate":"2025-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145691856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Sensors and Actuators A-physical
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