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ANN-Driven Modeling of Gate-All-Around Transistors Incorporating Complete Current Profiles 具有完整电流分布的栅极全能晶体管的人工神经网络驱动建模
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-02-14 DOI: 10.1109/TNANO.2025.3542165
Anant Singhal;Harshit Agarwal
In this article, we present an Artificial Neural Network (ANN)-based compact model that accurately captures the complete current characteristics of gate-all-around transistors, including drain, gate, and substrate currents. Unlike previous models, our approach simplifies the modeling of substrate current by defining a simple conversion function and by utilizing simpler loss functions that account for physical effects such as impact ionization. This accurate representation of substrate current is critical for addressing hot-carrier-induced reliability concerns. The proposed model is extensively validated with calibrated Technology Computer-Aided Design (TCAD) simulations as well as with experimental data from multiple technologies. Additionally, it demonstrates smooth higher-order derivatives in symmetry tests, ensuring its suitability for RF applications.
在本文中,我们提出了一个基于人工神经网络(ANN)的紧凑模型,该模型可以准确地捕获栅极全通晶体管的完整电流特性,包括漏极、栅极和衬底电流。与以前的模型不同,我们的方法通过定义一个简单的转换函数和利用更简单的损失函数来简化基材电流的建模,损失函数考虑了物理效应,如冲击电离。这种基板电流的精确表示对于解决热载流子引起的可靠性问题至关重要。所提出的模型通过校准技术计算机辅助设计(TCAD)模拟以及来自多种技术的实验数据进行了广泛验证。此外,它在对称测试中展示了光滑的高阶导数,确保了它对射频应用的适用性。
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引用次数: 0
Simulation Study on the Impact of Miniaturization in 3 nm Node 3D Junctionless Transistors 小型化对3nm节点三维无结晶体管影响的仿真研究
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-02-06 DOI: 10.1109/TNANO.2025.3539457
Luca Scognamiglio;Fabrizio Mo;Chiara Elfi Spano;Marco Vacca;Gianluca Piccinini
Junctionless Nanosheet gate-all-around Field Effect Transistor (JL-NSGAAFET) is a promising technology characterized by the absence of any junctions between source-channel-drain. This absence allows to further scale down transistors while limiting short-channel effects. In this article, JL-NSGAAFET is explored as a potential candidate for the next 3 nm technology node through 3D TCAD simulations. First, we propose and simulate, through fabrication process simulations, a fabrication strategy for the JL-NSGAAFET compatible with the current manufacturing technology and based on the inversion mode NSGAAFET fabrication process. The high-k gate dielectric (HfO2) and metal-gate technology (TiN) are also adopted in the fabrication process to enhance the electrostatic gate control over the channel for the n-type and p-type transistors. Then, we perform electrical simulations of the device by also including drift-diffusion model and quantum density gradient correction. We characterize the device in terms of electrical performance and compare with the conventional NSGAAFET. Furthermore, to investigate the impact of the device scaling on the unwanted short channel effects, we simulate and analyze the devices while varying the gate length (LG) from 20 nm to 12 nm. Our reported simulation results prove that JL-NSGAAFET exhibits near-ideal subthreshold slope, low drain-induced barrier lowering (DIBL) and high on-to-off current ratio (ION/IOFF) with superior advantages of greater drive currents and a simpler fabrication process because of the absence of junctions.
无结纳米片栅极全能场效应晶体管(JL-NSGAAFET)是一种极具发展前景的技术,其特点是源极-通道-漏极之间没有任何结。这种缺失允许进一步缩小晶体管的尺寸,同时限制短通道效应。本文通过三维TCAD仿真,探讨了JL-NSGAAFET作为下一个3nm技术节点的潜在候选。首先,通过制造工艺仿真,提出并仿真了一种与当前制造工艺兼容的基于反演模式NSGAAFET制造工艺的JL-NSGAAFET制造策略。在制造过程中还采用了高k栅极介质(HfO2)和金属栅极技术(TiN),以增强对n型和p型晶体管通道的静电栅极控制。然后,我们还通过漂移扩散模型和量子密度梯度校正对器件进行了电学模拟。我们在电气性能方面对器件进行了表征,并与传统的NSGAAFET进行了比较。此外,为了研究器件缩放对不必要的短通道效应的影响,我们在栅极长度(LG)从20 nm变化到12 nm时对器件进行了模拟和分析。我们报告的模拟结果证明,JL-NSGAAFET具有接近理想的亚阈值斜率,低漏极诱导势垒降低(DIBL)和高通断电流比(ION/IOFF),具有更大的驱动电流和更简单的制造工艺(因为没有结)的优势。
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引用次数: 0
2024 Index IEEE Transactions on Nanotechnology Vol. 23 2024索引IEEE纳米技术交易卷23
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-02-03 DOI: 10.1109/TNANO.2025.3537416
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引用次数: 0
Insights Into Temperature Sensitivity Analysis of Polarity Controlled Charge Plasma Based Tunable Arsenide/Antimonide Tunneling Interfaced Junctionless TFET 基于极性控制电荷等离子体的可调谐砷/锑隧穿界面无结TFET的温度敏感性分析
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-21 DOI: 10.1109/TNANO.2025.3532313
S. Sharma;J. Madan;R. Chaujar
This research delves into the temperature-dependent performance of a novel polarity-controlled charge plasma-based InAs/AlGaSb tunneling interfaced junctionless TFET (H-JLTFET). The device leverages the benefits of both charge plasma and heterojunction engineering to enhance device performance. Comprehensive simulations were conducted to assess the impact of temperature on device characteristics. Results indicate that while the device exhibits promising ON-state current and high-frequency metrics, with a peak fT of 417 GHz and an fmax of 4390 GHz, the subthreshold region is significantly influenced by temperature. The observed increase in OFF-state current and degradation in subthreshold swing highlight the need for careful thermal management and circuit design. Furthermore, the study reveals a moderate impact of temperature on intrinsic delay and a slight increase in ambipolar current. Overall, this work provides valuable insights into the thermal behavior of H-JLTFETs, paving the way for optimized device design and reliable operation in various applications.
这项研究深入探讨了基于极性控制电荷等离子体的新型 InAs/AlGaSb 隧道接口无结 TFET(H-JLTFET)随温度变化的性能。该器件充分利用了电荷等离子体和异质结工程的优势来提高器件性能。我们进行了全面模拟,以评估温度对器件特性的影响。结果表明,虽然该器件显示出良好的导通态电流和高频指标(峰值 fT 为 417 GHz,fmax 为 4390 GHz),但亚阈值区受到温度的显著影响。观察到的关态电流增大和亚阈值摆幅减小的现象突出表明,需要精心进行热管理和电路设计。此外,研究还发现温度对本征延迟的影响适中,而伏极电流则略有增加。总之,这项研究为 H-JLTFET 的热行为提供了宝贵的见解,为优化器件设计和在各种应用中可靠运行铺平了道路。
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引用次数: 0
Novel Negative Capacitance Reconfigurable Transistor With Arch-Shaped Source 新型弧形源负电容可重构晶体管
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-20 DOI: 10.1109/TNANO.2025.3531844
Hongbo Ye;Junfeng Hu;Xinyu Zou;Zihan Sun;Xianglong Li;Yang Shen;Ziyu Liu;Xiaojin Li;Yanling Shi;Zhigang Mao;Yabin Sun
Novel negative capacitance reconfigurable field effect transistor with arch-shaped source (NC-ESRFET) is proposed in this work. The performance is evaluated by combining 3D TCAD simulation with Laudau-Khalatnikov equation. Because of the amplified vertical electric field, the negative capacitance induced by ferroelectric (FE) layer improves the vertical line tunneling around the embedded source, and an enhanced NC effect is found in proposed NC-ESRFET, no matter for N-type or P-type program. Compared to the conventional nanowire negative capacitance RFET (NC-RFET), a larger critical FE layer thickness and lower subthreshold swing (SS) are obtained in NC-ESRFE, and the lowest SS is lower than 43 mV/dec and average SS is 63 mV/dec, which declines by 33% compared with NC-RFET. Besides, the diameter of embedded source DAS has greater influence on NC enhancement than the length LAS. By reasonably choosing the structure parameters, a 54.4% improvement on driven current and 14.3% decline in SS is obtained in the optimized NC-ESRFET. The results here demonstrate the great attentions of NC-ESRFET in future low power application.
本文提出了一种新型弧形源负电容可重构场效应晶体管(nc - esfet)。结合三维TCAD仿真和劳道-哈拉特尼科夫方程对其性能进行了评价。由于垂直电场的放大,铁电(FE)层产生的负电容改善了嵌入源周围的垂直线隧穿,并且无论对于n型还是p型程序,所提出的NC- esrfet都具有增强的NC效应。与传统纳米线负电容RFET (NC-RFET)相比,NC-ESRFE具有更大的临界FE层厚度和更低的亚阈值摆幅(SS),最低SS低于43 mV/dec,平均SS为63 mV/dec,比NC-RFET降低了33%。此外,嵌入式源DAS的直径比长度对NC增强的影响更大。通过合理选择结构参数,优化后的nc - esfet驱动电流提高54.4%,SS下降14.3%。研究结果表明,纳米esfet在未来低功耗应用中具有重要的应用价值。
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引用次数: 0
Unveiling the Impact of Interfacial Trap Charges on Strained VS-FeFinFETs for Improved Reliability:Device to Circuit Level Assessment 揭示界面陷阱电荷对应变vs - fefinfet提高可靠性的影响:器件到电路级评估
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-20 DOI: 10.1109/TNANO.2025.3531937
Kajal Verma;Rishu Chaujar
This paper focuses on the device to circuit level assessment of Si/SiGe strained vertically stacked ferroelectric based FinFETs (VS-FeFinFETs) for improved reliability under the influence of interfacial trap charges (ITCs) at the semiconductor/oxide interface. The device is designed with the amalgamation of several advanced technologies such as SOI, strained tri-layered silicon channel system along with the integration of ferroelectric material in superior gate controlled FinFET. Gate engineering has also been incorporated to further improve the device's reliability against ITCs, forming hetero dielectric vertically stacked ferroelectric based FinFET (HD-VS-FeFinFET) and it is found to possess superior analog, linearity, and harmonic distortion performance. It shows 91.48% reduction in leakage current resulting in 13 times increment in switching ratio along with improvement in quality factor by 46.01%, transconductance by 32.77%, and device efficiency by 26.54% with negligible variations due to ITCs as compared to VS-FeFinFET. Various linearity and harmonic parameters also improved and showed negligible average variations like 4.72% (177.15% ) in VIP2 and 6.525% (25.3% ) in 1-dB compression point for HD-VS-FeFinFET (VS-FeFinFET) against different ITCs polarity making it more reliable for low power microwave and distortion less wireless communication applications. Further logic circuit application of HD-VS-FeFinFET based CMOS inverter has been analysed and it shows improvement by 17.9% in transition range, 51.674% in voltage gain along with ITCs induced average variation of 3.66% (15.88% ) in noise margin for HD-VS-FeFinFET(VS-FeFinFET) based circuit thus led to its development with enhanced functionality, reliability, and performance, poised to shape the landscape of modern electronics.
本文重点研究了Si/SiGe应变垂直堆叠铁电finfet (vs - fefinfet)在半导体/氧化物界面界面陷阱电荷(ITCs)影响下提高可靠性的器件到电路级评估。该器件融合了SOI、应变三层硅沟道系统等先进技术,并将铁电材料集成在优质栅极控制FinFET中。栅极工程也被纳入进一步提高器件对ITCs的可靠性,形成了异质介电垂直堆叠的铁电FinFET (HD-VS-FeFinFET),并被发现具有优越的模拟,线性和谐波畸变性能。与VS-FeFinFET相比,泄漏电流降低了91.48%,开关比增加了13倍,品质因数提高了46.01%,跨导率提高了32.77%,器件效率提高了26.54%,ITCs的变化可以忽略不计。HD-VS-FeFinFET (VS-FeFinFET)的各种线性度和谐波参数也得到了改善,并且在不同的ITCs极性下,VIP2的平均变化为4.72% (177.15%),1 db压缩点的平均变化为6.525%(25.3%),这使得它在低功率微波和无失真无线通信应用中更加可靠。分析了基于HD-VS-FeFinFET的CMOS逆变器的进一步逻辑电路应用,结果表明,基于HD-VS-FeFinFET(VS-FeFinFET)的电路的转换范围提高了17.9%,电压增益提高了51.674%,ITCs引起的噪声边际平均变化为3.66%(15.88%),从而使其发展具有增强的功能,可靠性和性能,准备塑造现代电子领域的格局。
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引用次数: 0
On the Dependability of Bidirectional Encoder Representations from Transformers (BERT) to Soft Errors 从变压器(BERT)到软误差双向编码器表示的可靠性研究
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-20 DOI: 10.1109/TNANO.2025.3531721
Zhen Gao;Ziye Yin;Jingyan Wang;Rui Su;Jie Deng;Qiang Liu;Pedro Reviriego;Shanshan Liu;Fabrizio Lombardi
Transformers are widely used in natural language processing and computer vision, and Bidirectional Encoder Representations from Transformers (BERT) is one of the most popular pre-trained transformer models for many applications. This paper studies the dependability and impact of soft errors on BERT implemented with different floating-point formats using two case studies: sentence emotion classification and question answering. Simulation by error injection is conducted to assess the impact of errors on different parts of the BERT model and different bits of the parameters. The analysis of the results leads to the following findings: 1) in both single and half precision, there is a Critical Bit (CB) on which errors significantly affect the performance of the model; 2) in single precision, errors on the CB may cause overflow in many cases, which leads to a fixed result regardless of the input; 3) in half precision, the errors do not cause overflow but they may still introduce a large accuracy loss. In general, the impact of errors is significantly larger in single-precision than half-precision parameters. Error propagation analysis is also considered to further study the effects of errors on different types of parameters and reveal the mitigation effects of the activation function and the intrinsic redundancy of BERT.
变压器在自然语言处理和计算机视觉中有着广泛的应用,而变压器的双向编码器表示(BERT)是许多应用中最流行的预训练变压器模型之一。本文以句子情感分类和问题回答为例,研究了软错误对不同浮点格式BERT的可靠性和影响。通过误差注入仿真来评估误差对BERT模型不同部分和不同位参数的影响。分析结果发现:1)在单精度和半精度情况下,都存在一个临界比特(CB),在该临界比特上的误差会显著影响模型的性能;2)在单精度情况下,CB上的误差在很多情况下会导致溢出,无论输入是什么,结果都是固定的;3)在半精度情况下,误差不会造成溢出,但仍可能带来较大的精度损失。一般来说,单精度参数的误差影响明显大于半精度参数。通过误差传播分析,进一步研究了误差对不同类型参数的影响,揭示了激活函数和BERT固有冗余的缓解作用。
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引用次数: 0
Implications of Dielectric Phases in Ferroelectric HfO$_{2}$ Films on the Performance of Negative Capacitance FETs 铁电HfO$_{2}$薄膜中介电相对负电容场效应管性能的影响
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-17 DOI: 10.1109/TNANO.2025.3531552
Mayuri Sritharan;Hyunjae Lee;Michael Spinazze;Youngki Yoon
Non-homogeneous orthorhombic phase in doped ferroelectric (FE) HfO$_{2}$ film presents challenges towards the optimization and performance predictability of negative capacitance (NC) field-effect transistor (FET) performance. We set out to understand the consequences of these dielectric (DE) phases in doped FE-HfO$_{2}$ on steep-switching device performance through self-consistent quantum transport simulations. Firstly, we consider a fixed DE phase study to understand how the position, percentage, and number of phase components alter the switching characteristics. Then, to predict device performance variation, we conduct a statistical analysis using a large number of randomly distributed DE phase profiles. We find that DE phases positioned near the center of the potential barrier exert the most significant impact on device performance by lowering the top-of-the-barrier, while those closer to the drain have minimal influence on carrier transport and current. While DE phases in the FE layer degrade the subthreshold swing, they also favorably narrow the hysteretic window, which presents opportunities for optimization in logic devices. Through dimensional scaling and statistical analysis, we demonstrate how optimized performance can be achieved even with large variations in device performance.
掺杂铁电(FE) HfO$_{2}$薄膜中的非均匀正交相对负电容场效应晶体管(FET)性能的优化和性能可预测性提出了挑战。通过自一致量子输运模拟,我们开始了解掺杂FE-HfO中这些介电(DE)相对陡峭开关器件性能的影响。首先,我们考虑一个固定DE相位研究,以了解相位分量的位置、百分比和数量如何改变开关特性。然后,为了预测器件性能变化,我们使用大量随机分布的DE相位曲线进行统计分析。我们发现,靠近势垒中心的DE相通过降低势垒顶部对器件性能产生最显著的影响,而靠近漏极的DE相对载流子输运和电流的影响最小。虽然FE层中的DE相位降低了亚阈值振荡,但它们也有利于缩小滞后窗口,这为逻辑器件的优化提供了机会。通过维度缩放和统计分析,我们展示了如何在设备性能变化很大的情况下实现优化性能。
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引用次数: 0
Improvement of Surface Roughness in SiO2 Thin Films via Deuterium Annealing at 300 °C 300℃氘退火改善SiO2薄膜表面粗糙度的研究
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-31 DOI: 10.1109/TNANO.2024.3524567
Ju-Won Yeon;Hyo-Jun Park;Eui-Cheol Yun;Moon-Kwon Lee;Tae-Hyun Kil;Yong-Sik Kim;Jun-Young Park
Recently, deuterium annealing at a reduced temperature range of 300 °C has been proposed to enhance SiO2 gate dielectrics and the Si/SiO2 interface, thereby improving device reliability. As a further investigation into deuterium annealing, for the first time this study compared deuterium absorption characteristics with various SiO2 dielectrics formed by wet oxidation, dry oxidation, low-pressure chemical vapor deposition (LPCVD), and plasma-enhanced chemical vapor deposition (PECVD). Deuterium annealing can also be used to reduce the roughness and improve the uniformity of SiO2 dielectric films. Surface roughness of various samples was measured and quantitatively compared using atomic force microscopy (AFM) after deuterium annealing.
最近,有人提出在300°C的低温范围内进行氘退火,以增强SiO2栅极电介质和Si/SiO2界面,从而提高器件的可靠性。作为对氘退火的进一步研究,本研究首次比较了湿氧化、干氧化、低压化学气相沉积(LPCVD)和等离子体增强化学气相沉积(PECVD)形成的不同SiO2介电体的氘吸收特性。氘退火也可以用于降低SiO2介电膜的粗糙度和提高均匀性。采用原子力显微镜(AFM)对不同样品在氘退火后的表面粗糙度进行了测量和定量比较。
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引用次数: 0
On the Importance of the Metal Catalyst Layer to the Performance of CNT-Based Supercapacitor Electrodes 金属催化剂层对碳纳米管超级电容器电极性能的重要性
IF 2.1 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-26 DOI: 10.1109/TNANO.2024.3523412
Kingshuk Chatterjee;Vinay Kumar;Prabhat Kumar Agnihotri;Sumit Basu;Nandini Gupta
The power and energy densities of a Supercapacitor (SC) is largely dictated by the accessibility of the nano-porous area of the electrode to the electrolyte ions. Carbon nanotubes (CNT) have high electrical conductivity, and more importantly, may be grown into architectures with high surface area. However, this is not easy to achieve in practice. CNT electrodes are fabricated by chemical vapor deposition (CVD), after a metal catalyst layer is coated on a current collector. In this work, the control of the metal catalyst layer, by varying the dip-coating time and CVD process parameters, is shown to be crucial to pore morphology and consequent SC performance. The dip-coating time is adjusted to obtain thin and uniform coating. Further, optimum reduction of the nickel layer with hydrogen is required to produce thin CNTs with adequate inter-tube separation that facilitate ion accessibility within the pores. The height of the CNT forest is also optimized to prevent decrease in specific capacitance due to reduced accessibility. Proper optimization of the process parameters results in a pore morphology conductive to ion diffusion, and simultaneous improvement in energy and power density.
超级电容器(SC)的功率和能量密度在很大程度上取决于电极的纳米孔区域对电解质离子的可及性。碳纳米管(CNT)具有高导电性,更重要的是,可以生长成具有高表面积的结构。然而,这在实践中并不容易实现。碳纳米管电极采用化学气相沉积(CVD)技术,在集流器上涂覆金属催化剂层。在这项工作中,通过改变浸涂时间和CVD工艺参数来控制金属催化剂层,对孔隙形态和随后的SC性能至关重要。调整浸涂时间,获得薄而均匀的涂层。此外,需要用氢对镍层进行最佳还原,以产生具有足够管间分离的薄碳纳米管,从而促进孔内离子的可及性。碳纳米管森林的高度也进行了优化,以防止由于可达性降低而导致比电容的降低。适当优化工艺参数,可以形成有利于离子扩散的孔隙形态,同时提高能量和功率密度。
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引用次数: 0
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IEEE Transactions on Nanotechnology
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