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Neural networks based on in-sensor computing of optoelectronic memristor 基于光电忆阻器传感内计算的神经网络
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-05-08 DOI: 10.1016/j.mee.2024.112201
Zhang Zhang , Qifan Wang , Gang Shi , Yongbo Ma , Jianmin Zeng , Gang Liu

The separation band of perception, storage, and computation modules in vision systems based on traditional von Neumann architectures leads to latency and power consumption problems in data transmission, which severely limits the computational power. In recent years, in-sensor computing has gained significance in enhancing the computational performance of machine vision systems. It integrates sensing, storage and computation and is an important way to break out of the Von Neumann architecture. This study introduces an optoelectronic memristor-based image recognition algorithm to improve recognition efficiency by performing image feature extraction in a hardware array. The experimental results show that the network achieves the best accuracy of 93.26% after 30 epochs, and the loss of accuracy after weight quantization is about 1%.

在基于传统冯-诺依曼架构的视觉系统中,感知、存储和计算模块的分离带导致了数据传输的延迟和功耗问题,严重限制了计算能力。近年来,传感器内计算在提高机器视觉系统计算性能方面发挥了重要作用。它集传感、存储和计算于一体,是突破冯-诺依曼架构的重要途径。本研究介绍了一种基于光电忆阻器的图像识别算法,通过在硬件阵列中进行图像特征提取来提高识别效率。实验结果表明,该网络在 30 个 epochs 后达到了 93.26% 的最佳准确率,权重量化后的准确率损失约为 1%。
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引用次数: 0
Critical solder joint in insulated gate bipolar transistors (IGBT) power module for improved mechanical reliability 提高机械可靠性的绝缘栅双极晶体管 (IGBT) 功率模块中的关键焊点
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-05-04 DOI: 10.1016/j.mee.2024.112200
Sunday E. Nebo, Emeka H. Amalu, David J. Hughes

This investigation identifies the critical solder joint in a typical Insulated Gate Bipolar Transistor (IGBT) module and provided new knowledge on how operating thermal loads degrade IGBT-attach, Diode-attach, and Substrate solder joints in the device. SolidWorks software is used to create three realistic 3-D Finite Element (FE) models of the typical IGBT module used in this investigation. In-service operating power and IEC 60068–2-14 thermal cycles are implemented in ANSYS mechanical package to simulate the response of the three solder joints in the FE models to the load cycles. The solder in the joints is lead-free alloy of 96.5% tin, 3% silver, and 0.5% copper (SAC305) composition. The SAC305 material properties are modelled as time and temperature dependent with Anand's visco-plastic model employed as the constitutive model. Results show that the key degradation mechanism of solder joints in IGBT module are stress, plastic strain, and strain energy magnitudes. Accumulated plastic strain in the joints is found the predominant damage factor. Critical solder joint in the module depends on the load cycle the device experiences. IGBT-attach solder joint is critical in active power load cycle. Substrate solder joint degraded most in passive thermal cum combined passive thermal and active power load cycles.

这项研究确定了典型绝缘栅双极晶体管 (IGBT) 模块中的关键焊点,并提供了有关工作热负荷如何降低器件中 IGBT 连接、二极管连接和基板焊点性能的新知识。本次研究使用 SolidWorks 软件为典型的 IGBT 模块创建了三个逼真的三维有限元 (FE) 模型。在 ANSYS 机械软件包中实现了在役工作功率和 IEC 60068-2-14 热循环,以模拟 FE 模型中三个焊点对负载循环的响应。焊点中的焊料是由 96.5% 锡、3% 银和 0.5% 铜(SAC305)组成的无铅合金。SAC305 的材料特性与时间和温度有关,采用 Anand 的粘弹性模型作为构成模型。结果表明,IGBT 模块中焊点的主要退化机制是应力、塑性应变和应变能大小。焊点中累积的塑性应变是最主要的损坏因素。模块中的临界焊点取决于器件所经历的负载周期。在有功功率负载周期中,IGBT 连接焊点至关重要。基底焊点在被动热循环以及被动热循环和主动功率负载循环中退化最严重。
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引用次数: 0
GaN low noise amplifier MMIC with LPF and HPF noise matching 具有 LPF 和 HPF 噪声匹配功能的 GaN 低噪声放大器 MMIC
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-05-04 DOI: 10.1016/j.mee.2024.112199
Mohammad Zaid , Purnima Kumari , Mohammad Sajid Nazir , Ahtisham Pampori , Umakant Goyal , Meena Mishra , Yogesh Singh Chauhan

In this paper, we introduce two innovative two-stage low noise amplifiers (LNAs), each with distinct noise-matching networks. The first LNA features a low pass filter (LPF) for noise-matching in both stages, while the second uses a high pass filter (HPF) in a similar capacity. Our research focuses on evaluating the performance differences that arise from using varied matching networks within specific frequency ranges. Highlighting the critical role of appropriate network selection for optimizing gain and noise performance, our approach includes the development of two Monolithic Microwave Integrated Circuits (MMICs) using cutting-edge 0.25μm Gallium Nitride (GaN) technology. The C-band LNA, targeting a frequency range of 4–6 GHz, achieves an impressive average noise fig. (NF) of 1.5 dB and a gain of 17 dB. For the X-band range of 8–10 GHz, the LNA records a commendable average NF of 1.7 dB and a gain of 16 dB, demonstrating the effectiveness of our novel design strategies.

在本文中,我们介绍了两种创新的两级低噪声放大器(LNA),每种放大器都具有不同的噪声匹配网络。第一个低噪声放大器采用低通滤波器(LPF)在两级进行噪声匹配,第二个低噪声放大器采用高通滤波器(HPF)进行类似的噪声匹配。我们的研究重点是评估在特定频率范围内使用不同匹配网络所产生的性能差异。为了突出选择适当的网络对优化增益和噪声性能的关键作用,我们的方法包括利用 0.25μm 氮化镓(GaN)尖端技术开发两个单片微波集成电路(MMIC)。C 波段 LNA 的频率范围为 4-6 GHz,平均噪声系数 (NF) 为 1.5 dB,增益为 17 dB,令人印象深刻。在 8-10 GHz 的 X 波段范围内,该 LNA 的平均 NF 值为 1.7 dB,增益为 16 dB,值得称赞,证明了我们新颖设计策略的有效性。
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引用次数: 0
Laser lift-off technique for applications in III-N microelectronics: A review 应用于 III-N 微电子学的激光升离技术:综述
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-28 DOI: 10.1016/j.mee.2024.112198
Sabuj Chowdhury , Sabrina Alam , Md Didarul Alam , Fahmida Sharmin Jui

The development of flexible electronics, better heat dissipation capabilities, increased LED light extraction efficiency, and the implementation of inverted barrier N-polar high electron mobility transistor (HEMT) for power electronics are all made possible by adopting laser lift-off (LLO), a technology that enables the movement of discrete III-N elements onto any substrates which are otherwise not attainable. In this paper, we focus on evaluating the LLO mechanism, its application for III-N epilayers and devices, and assessing their structural and electronic characteristics to give an overview of the advancement in LLO technology for III-N microelectronics.

通过采用激光升华(LLO)技术,可以将分立的 III-N 元件移动到任何基底上,从而实现柔性电子器件的开发、更好的散热能力、更高的 LED 光提取效率,以及用于功率电子器件的反向势垒 N 极高电子迁移率晶体管(HEMT)的实现。在本文中,我们将重点评估 LLO 机制及其在 III-N 外延层和器件中的应用,并评估其结构和电子特性,从而概述用于 III-N 微电子的 LLO 技术的进展。
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引用次数: 0
A wearable strain sensor based on self-healable MXene/PVA hydrogel for bodily motion detection 基于自修复 MXene/PVA 水凝胶的可穿戴应变传感器,用于身体运动检测
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-23 DOI: 10.1016/j.mee.2024.112197
Yiqiang Zheng , Yilin Li , Lili Wang , Hao Xu , Wei Han

Developing flexible, stretchable, and self-healing wearable electronic devices with skin-like capabilities is highly desirable for healthcare and human-machine interaction. Hydrogels as a promising sensing material with crosslinked polymer networks have received widespread attention for decades. However, sensors based on hydrogels suffer from low sensitivity and stability due to their poor electrical conductivity or the movement of nanofillers in hydrogel networks. Herein, a stable, sensitive, and self-healing strain sensor is fabricated by the Ti3C2Tx MXene nanosheets/polyvinyl alcohol (PVA) hydrogel (T-hydrogel). The introduction of MXene increases the number of H-bonds in the PVA hydrogel network and enhances the conductivity, resulting in high sensitivity, stability, and self-healing character. The self-healing T-hydrogel-based strain sensor has a performance close to that of the original sensor. In addition, the device is capable of detecting bodily motions, indicating the potential application in the field of human health monitoring and human-computer interaction.

开发具有类似皮肤功能的柔性、可拉伸和自愈合的可穿戴电子设备,是医疗保健和人机交互领域的一大愿望。几十年来,水凝胶作为一种具有交联聚合物网络的传感材料一直受到广泛关注。然而,基于水凝胶的传感器由于导电性差或纳米填料在水凝胶网络中的移动而导致灵敏度和稳定性较低。本文利用 Ti3C2Tx MXene 纳米片材/聚乙烯醇(PVA)水凝胶(T-hydrogel)制作了一种稳定、灵敏和自修复的应变传感器。MXene 的引入增加了 PVA 水凝胶网络中 H 键的数量并增强了导电性,从而实现了高灵敏度、高稳定性和自愈合特性。基于 T- 水凝胶的自愈合应变传感器的性能接近原始传感器。此外,该装置还能检测人体运动,这表明它在人体健康监测和人机交互领域具有潜在的应用前景。
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引用次数: 0
Controlled in-situ reduction strategy for synthesis of transparent conductive metal meshes using tannic acid-based photoresists 使用单宁酸基光刻胶合成透明导电金属网的受控原位还原策略
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-22 DOI: 10.1016/j.mee.2024.112196
Xubin Guo, Huan Chen, Haihua Wang, Dong Wang, Qianqian Wang, Wenbing Kang

Transparent conductive films (TCFs) that converge high transmittance and high conductive properties are essential for many optoelectronic devices, and efforts have been made to acquire films with high transmittance as well as low resistance of the thin layer by low-cost means. Here, we introduce a novel and simple strategy for the controlled in-situ templated synthesis of a transparent conductive metal mesh by utilizing the good reducibility to silver ions of the patterned tannic acid (TA)-based photoresists. To achieve this, mesh patterns with tunable line width were first printed using the TA-based negative photoresists by laser direct writing equipment. Within the patterned domains, the phenolic hydroxyl groups could interact with metal ions and act as reducing agents, thus accelerating the in-situ growth of silver nanoparticles to fabricate silver grids. By changing the line width of the designed patterns and the PH of the plating solution, the metal grids with a high transmission (T) of 91.5% and a thin-layer resistance (Rs) as low as 4.15 Ω sq.−1 are ultimately achieved after annealing treatment. Our description demonstrates a simple and effective approach that is potentially scalable to other materials as well.

兼具高透光率和高导电性能的透明导电薄膜(TCF)对于许多光电设备来说都是必不可少的。在此,我们介绍了一种新颖而简单的策略,即利用图案化单宁酸(TA)光刻胶对银离子的良好还原性,在原位模板化合成透明导电金属网。为此,首先利用激光直写设备,使用基于 TA 的阴性光刻胶打印出具有可调线宽的网状图案。在图案域内,酚羟基可与金属离子相互作用并充当还原剂,从而加速银纳米粒子的原位生长,制造出银网格。通过改变设计图案的线宽和电镀溶液的 PH 值,最终在退火处理后获得了透光率(T)高达 91.5%、薄层电阻(Rs)低至 4.15 Ω sq.-1 的金属网格。我们的描述展示了一种简单而有效的方法,这种方法也有可能扩展到其他材料。
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引用次数: 0
Organic thin film transistor review based on their structures, materials, performance parameters, operating principle, and applications 基于结构、材料、性能参数、工作原理和应用的有机薄膜晶体管综述
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-18 DOI: 10.1016/j.mee.2024.112193
Somvir Jakher, Rekha Yadav

Current research focuses on developing inexpensive, adaptable, portable, wearable electronic devices. Organic transistor-based devices play a crucial contribution in these developments. These devices have a low-temperature fabrication process, making it possible to use an extensive range of flexible substrates like cloth, paper, foil, fiber, and plastic. The article discusses a variety of materials used for different layers of the Organic Thin Film Transistor (OTFT). Also highlighting the structural variation, with their performance metrics, which include current, threshold voltage (VT), mobility (μ), subthreshold slope (SS), and current ratio. Additionally, it presents an insight into the operating principle of OTFT to comprehend the conduction process better. A study is carried out for dielectric materials, including organic, inorganic, Self-assembled monolayer (SAM), hybrid, and nanocomposite, along with their benefits and drawbacks. The paper further discusses some crucial uses of organic transistors, such as low-cost Radio frequency identification tag (RFID), organic memory having the quality of three memory types, organic inverters, Deoxyribonucleic Acid (DNA) sensors, Active matrix displays, Gas sensors, Pressure sensors and Chemical sensors adopted two kinds of chemical detection methods from human body and environment. Finally, the article discusses the issues and future prospects of OTFT.

目前的研究重点是开发价格低廉、适应性强的便携式可穿戴电子设备。以有机晶体管为基础的设备在这些开发中发挥着至关重要的作用。这些器件采用低温制造工艺,因此可以广泛使用布、纸、箔、纤维和塑料等柔性基底。文章讨论了有机薄膜晶体管 (OTFT) 不同层所使用的各种材料。文章还强调了结构变化及其性能指标,包括电流、阈值电压 (VT)、迁移率 (μ)、阈下斜率 (SS) 和电流比。此外,它还介绍了 OTFT 的工作原理,以便更好地理解传导过程。论文研究了介电材料,包括有机、无机、自组装单层(SAM)、混合和纳米复合材料,以及它们的优点和缺点。文章还进一步讨论了有机晶体管的一些重要用途,如低成本射频识别标签(RFID)、具有三种存储器类型的有机存储器、有机逆变器、脱氧核糖核酸(DNA)传感器、有源矩阵显示器、气体传感器、压力传感器和化学传感器(采用两种从人体和环境中检测化学物质的方法)。最后,文章讨论了 OTFT 的问题和未来前景。
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引用次数: 0
Physical implementation of cobalt ferrite memristor in Chua's circuit for chaotic encryption Chua 混沌加密电路中钴铁氧体忆阻器的物理实现
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-14 DOI: 10.1016/j.mee.2024.112194
Kiran S. Seetala, William Clower, Matthew Hartmann, Sandra Zivanovic

Memory resistor, or memristor, has been realized as a discrete electronic device and has a perspective application in the field of cryptography. The physical implementation of the memristor in chaotic circuits has been scarcely explored. In this paper, a memristor is fabricated by spin-coating a cobalt ferrite precursor on a processed silicon and is then electro-sputtered with silver to act as the anode with the base silicon as the cathode. This fabrication process has a scalability potential in conjunction with integrated circuit fabrication techniques and complementary metal oxide semiconductor (CMOS) technologies. The fabricated cobalt ferrite memristor has shown a ratio between the on and off resistance of >1000 and has been implemented in a chaotic Chua's circuit, making it one of few physical implementations of a physical memristor in a physical circuit. The analysis and characterization of this circuit using bifurcation diagrams and Lyapunov exponent prove the chaotic behavior of a real Chua's circuit. This chaotic behavior can be useful in chaotic cryptography as nonperiodic oscillations can be leveraged to make sensitive information more difficult to interpret by bad actors.

忆阻器(memristor)是一种分立电子器件,在密码学领域有着广阔的应用前景。在混沌电路中实现忆阻器的物理方法还鲜有探索。本文通过在加工硅上旋涂钴铁氧体前驱体来制造忆阻器,然后用电溅镀银作为阳极,基底硅作为阴极。这种制造工艺与集成电路制造技术和互补金属氧化物半导体(CMOS)技术相结合,具有可扩展性。制造出的钴铁氧体忆阻器的导通和关断电阻比为1000,并已在蔡氏混沌电路中实现,成为物理电路中少数几个物理忆阻器的物理实现之一。利用分岔图和 Lyapunov 指数对该电路进行的分析和表征证明了真实 Chua 电路的混沌行为。这种混沌行为在混沌密码学中非常有用,因为可以利用非周期性振荡使敏感信息更难被坏人解读。
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引用次数: 0
Technology review of CNTs TSV in 3D IC and 2.5D packaging: Progress and challenges from an electrical viewpoint 三维集成电路和 2.5D 封装中的 CNT TSV 技术回顾:从电气角度看进展与挑战
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-10 DOI: 10.1016/j.mee.2024.112189
M.F. Abdullah, H.W. Lee

Through‑silicon via (TSV) is one of the most important features in 3D integrated circuit (IC) and 2.5D packaging. Both are within the advanced packaging topic for the digital and analog ICs aligned with More than Moore's paradigm. This article revisits the proposal and progress of carbon nanotubes (CNTs) TSV technology that potentially offers an improvement over the conventional Cu TSV. Today, CNTs TSV has never materialized in commercial products of 3D IC and 2.5D packaging. Compilation on notable numerical modeling works and matching them with related issues in fabrication suggest CNTs TSV technology is still in its infant stage. Although the simulation occasionally shows the advantages of CNTs TSV over Cu TSV in both digital and analog circuits, these results are prone to overestimation. One of the culprits is the number of CNT strands in the bundle which at best can be grown in the fab only 1% of the theoretically compact bundle used in the RLC and RLGC models. The direction where CNTs TSV is targeting in 3D IC and 2.5D packaging is not clear by several researchers. As the requirements for high-speed digital and high-frequency analog are different, they are important to be sorted out as an essence of this review to project the path of this CNTs TSV technology.

硅通孔(TSV)是三维集成电路(IC)和 2.5D 封装中最重要的功能之一。两者都属于数字和模拟集成电路的先进封装主题,与摩尔定律相一致。本文重温了碳纳米管 (CNTs) TSV 技术的提出和进展,该技术有可能改进传统的铜 TSV。目前,碳纳米管 TSV 还未应用于 3D 集成电路和 2.5D 封装的商业产品中。对著名的数值建模工作进行汇编,并将其与制造中的相关问题进行匹配,表明 CNTs TSV 技术仍处于萌芽阶段。虽然模拟结果偶尔会显示 CNTs TSV 在数字和模拟电路中比 Cu TSV 更具优势,但这些结果容易被高估。罪魁祸首之一是管束中的 CNT 股数,在晶圆厂中最多只能生长出 RLC 和 RLGC 模型中理论上紧凑管束的 1%。对于 CNT TSV 在 3D IC 和 2.5D 封装中的应用方向,一些研究人员尚未明确。由于高速数字和高频模拟的要求不同,因此,作为本综述的精髓,对这些要求进行梳理对预测 CNTs TSV 技术的发展路径非常重要。
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引用次数: 0
A micromachined Joule-Thomson cryocooler for ice lithography 用于冰光刻技术的微机械焦耳-汤姆逊低温冷却器
IF 2.3 4区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-04-09 DOI: 10.1016/j.mee.2024.112180
Limin Qi , Rui Zheng , Dongli Liu , Haiyue Pei , Ding Zhao , Min Qiu

A micromachined Joule-Thomson cryocooler has been designed as a cryostage for ice lithography, which allows high-pressure nitrogen throttling to liquefy and fast cool samples with low vibration. The sample can be cooled down to 99.5 K in 30 min and then heated up to room temperature in 10 min. Compared with previous cooling systems based on liquid nitrogen, the Joule-Thomson cryostage has resulted in a significant 90% reduction in cooling time and a decrease in operating temperature by 30 K. Besides, the nitrogen mass-flow rate beneath the sample remains <20 mg/s to minimize vibration. The measured peak-to-peak amplitude at the minimum temperature is about 5.6 nm. As the first cooler integration within an ice lithography system, this Joule-Thomson cryostage not only enables the exploration of a wider range of ice resists, but also can be applied in kinds of microscopes for helping characterize materials at cryogenic temperatures.

我们设计了一种微型机械焦耳-汤姆逊低温冷却器,作为冰光刻技术的低温恒温器,它可以通过高压氮气节流来液化并快速冷却振动较小的样品。样品可在 30 分钟内冷却到 99.5 K,然后在 10 分钟内加热到室温。与以前基于液氮的冷却系统相比,焦耳-汤姆逊低温恒温器将冷却时间大幅缩短了 90%,工作温度降低了 30 K。此外,样品下方的氮气质量流量保持在 20 mg/s,从而将振动降至最低。在最低温度下测得的峰-峰振幅约为 5.6 nm。作为第一个集成在冰光刻系统中的冷却器,这种焦耳-汤姆逊低温恒温器不仅可以探索更广泛的冰抗蚀剂,还可以应用于各种显微镜,帮助在低温条件下表征材料。
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引用次数: 0
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Microelectronic Engineering
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