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Large-Scale Training in Neural Compact Models for Accurate and Adaptable MOSFET Simulation 大规模训练神经紧凑模型,实现准确、适应性强的 MOSFET 仿真
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-20 DOI: 10.1109/JEDS.2024.3417521
Chanwoo Park;Seungjun Lee;Junghwan Park;Kyungjin Rim;Jihun Park;Seonggook Cho;Jongwook Jeon;Hyunbo Cho
We address the challenges associated with traditional analytical models, such as BSIM, in semiconductor device modeling. These models often face limitations in accurately representing the complex behaviors of miniaturized devices. As an alternative, Neural Compact Models (NCMs) offer improved modeling capabilities, but their effectiveness is constrained by a reliance on extensive datasets for accurate performance. In real-world scenarios, where measurements for device modeling are often limited, this dependence becomes a significant hindrance. In response, this work presents a large-scale pre-training approach for NCMs. By utilizing extensive datasets across various technology nodes, our method enables NCMs to develop a more detailed understanding of device behavior, thereby enhancing the accuracy and adaptability of MOSFET device simulations, particularly when data availability is limited. Our study illustrates the potential benefits of large-scale pre-training in enhancing the capabilities of NCMs, offering a practical solution to one of the key challenges in current device modeling practices.
我们探讨了传统分析模型(如 BSIM)在半导体器件建模中面临的挑战。这些模型在准确表示微型器件的复杂行为方面往往面临局限。作为一种替代方案,神经紧凑模型(NCM)提供了更好的建模能力,但其有效性因依赖大量数据集以获得准确性能而受到限制。在现实世界中,用于器件建模的测量数据往往有限,因此这种依赖性成为一个重大障碍。为此,本研究提出了一种针对 NCM 的大规模预训练方法。通过利用各种技术节点的广泛数据集,我们的方法使 NCM 能够更详细地了解器件行为,从而提高 MOSFET 器件模拟的准确性和适应性,尤其是在数据可用性有限的情况下。我们的研究说明了大规模预培训在增强 NCM 能力方面的潜在优势,为当前器件建模实践中的主要挑战之一提供了实用的解决方案。
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引用次数: 0
Efficient Implementation of Mahalanobis Distance on Ferroelectric FinFET Crossbar for Outlier Detection 在铁电 FinFET 跨栅上高效实现马哈拉诺比斯距离以检测离群点
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-19 DOI: 10.1109/JEDS.2024.3416441
Musaib Rafiq;Yogesh Singh Chauhan;Shubham Sahay
The developments in the nascent field of artificial-intelligence-of-things (AIoT) relies heavily on the availability of high-quality multi-dimensional data. A huge amount of data is being collected in this era of big data, predominantly for AI/ML algorithms and emerging applications. Considering such voluminous quantities, the collected data may contain a substantial number of outliers which must be detected before utilizing them for data mining or computations. Therefore, outlier detection techniques such as Mahalanobis distance computation have gained significant popularity recently. Mahalanobis distance, the multivariate equivalent of the Euclidean distance, is used to detect the outliers in the correlated data accurately and finds widespread application in fault identification, data clustering, singleclass classification, information security, data mining, etc. However, traditional CMOS-based approaches to compute Mahalanobis distance are bulky and consume a huge amount of energy. Therefore, there is an urgent need for a compact and energy-efficient implementation of an outlier detection technique which may be deployed on AIoT primitives, including wireless sensor nodes for in-situ outlier detection and generation of high-quality data. To this end, in this paper, for the first time, we have proposed an efficient Ferroelectric FinFET-based implementation for detecting outliers in correlated multivariate data using Mahalanobis distance. The proposed implementation utilizes two crossbar arrays of ferroelectric FinFETs to calculate the Mahalanobis distance and detect outliers in the popular Wisconsin breast cancer dataset using a novel inverter-based threshold circuit. Our implementation exhibits an accuracy of 94.1% which is comparable to the software implementations while consuming a significantly low energy (27.2 pJ).
新兴的人工智能(AIoT)领域的发展在很大程度上依赖于高质量多维数据的可用性。在这个大数据时代,大量数据被收集起来,主要用于人工智能/物联网算法和新兴应用。考虑到如此巨大的数据量,收集到的数据可能包含大量离群值,在利用这些数据进行数据挖掘或计算之前,必须先检测出离群值。因此,离群值检测技术(如 Mahalanobis 距离计算)最近大受欢迎。Mahalanobis 距离是欧氏距离的多元等价物,用于准确检测相关数据中的离群值,在故障识别、数据聚类、单类分类、信息安全、数据挖掘等领域得到广泛应用。然而,传统的基于 CMOS 的 Mahalanobis 距离计算方法体积庞大、能耗巨大。因此,迫切需要一种紧凑、节能的离群点检测技术,该技术可部署在包括无线传感器节点在内的人工智能物联网基元上,用于现场离群点检测和生成高质量数据。为此,我们在本文中首次提出了一种基于铁电 FinFET 的高效实现方法,利用 Mahalanobis 距离检测相关多元数据中的异常值。所提出的实现方法利用了两个铁电 FinFET 横条阵列来计算 Mahalanobis 距离,并使用新型的基于逆变器的阈值电路来检测流行的威斯康星州乳腺癌数据集中的异常值。我们实现的准确率为 94.1%,与软件实现的准确率相当,而能耗却很低(27.2 pJ)。
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引用次数: 0
HfO₂ Thin Films by Chemical Beam Vapor Deposition for Large Resistive Switching Memristors 利用化学气束气相沉积技术制备用于大电阻开关晶闸管的 HfO₂ 薄膜
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-19 DOI: 10.1109/JEDS.2024.3416516
Federico Vittorio Lupo;Mauro Mosca;Sarunas Bagdzevicius;Rashmi Rani;William Maudez;Estelle Wagner;Maria Pia Casaletto;Salvatore Basile;Giacomo Benvenuti;Isodiana Crupi;Roberto Macaluso
We present chemical beam vapor deposition (CBVD) as a valuable technique for the fabrication of good quality HfO2-based memristors. This deposition technique gives the opportunity to rapidly screen material properties in combinatorial mode and to reproduce the optimized conditions homogenously on large substrates. Cu/HfO2/Pt memory devices with three different oxide thicknesses were fabricated and electrically characterized. A bipolar resistive switching and forming free behavior was seen in all the tested devices. Lower switching voltages than similar devices fabricated by employing different deposition techniques were observed. The conduction mechanism in the low resistance state can be ascribed to filamentary copper, while a trap-controlled space charge limited current conduction was observed in the high resistance state. The comparative evaluation of devices with different oxide thicknesses allows to infer that devices with thicker HfO2 film (25 nm) are more performing in terms of ROFF/RON ratio ( $10{^{{6}}}$ ), and reproducible resistive switching over more than 100 cycles in both low and high resistance states. Thinner oxide devices (20 nm and 16 nm), despite similar long retention time ( $10{^{{4}}}$ s), and lower SET/RESET voltages show instead a smaller memory window and a switching instability. These results, compared also with other reported in literature for similar memristive structures realized with other deposition techniques, show that CBVD can be considered as a promising technique for realizing HfO2-based non-volatile memory devices with good performance.
我们介绍的化学束气相沉积(CBVD)技术是制造优质二氧化铪忆阻器的重要技术。这种沉积技术能以组合模式快速筛选材料特性,并在大型基底上均匀复制优化条件。我们制作了具有三种不同氧化物厚度的铜/HfO2/铂存储器件,并对其进行了电学表征。所有测试器件都具有双极电阻开关和无形成行为。与采用不同沉积技术制造的类似器件相比,该器件的开关电压更低。低电阻状态下的传导机制可归因于丝状铜,而在高电阻状态下则观察到受陷阱控制的空间电荷限制的电流传导。通过对具有不同氧化物厚度的器件进行比较评估,可以推断出具有较厚 HfO2 薄膜(25 nm)的器件在 ROFF/RON 比(10{^{{6}}$)方面性能更佳,而且在低电阻和高电阻状态下都能在 100 多个周期内重复电阻开关。更薄的氧化物器件(20 nm 和 16 nm)尽管具有类似的长保持时间(10{^{{4}}$ )和更低的 SET/RESET 电压,但却显示出更小的内存窗口和开关不稳定性。这些结果与文献中报道的采用其他沉积技术实现的类似存储器结构的结果相比,表明 CBVD 是实现基于 HfO2 的高性能非易失性存储器件的一种有前途的技术。
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引用次数: 0
Scaling Challenges of Nanosheet Field-Effect Transistors Into Sub-2 nm Nodes 将纳米片场效应晶体管扩展到 2 纳米以下节点所面临的挑战
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-18 DOI: 10.1109/JEDS.2024.3416200
Murad G. K. Alabdullah;M. A. Elmessary;D. Nagy;N. Seoane;A. J. García-Loureiro;K. Kalna
The scaling of nanosheet (NS) field effect transistors (FETs) from the 12 nm gate length to the ultimate gate length of 10 nm for sub-2 nm nodes brings additional technological challenges. Here, 3D finite element Monte Carlo simulations are employed to explore how to alter the NS architecture to increase the drive current ( ${I}_{mathrm {mathbf { DD}}}$ ) because the gate scaling to 10 nm results in a decline of the current (by $mathbf {10.7}$ %). ${I}_{mathrm {mathbf {DD}}}$ of the 10 nm gate length NS FET will increase by 11% if the maximum n-type source/drain doping reaches $1times 10^{20} mathrm {cm^{-3}}$ , or increase by $mathbf {3.8}$ % if the high- $kappa $ dielectric layer equivalent oxide thickness (EOT) is less than $mathbf {1.0}$ nm. The reduction in the channel width below 40 nm or the reduction in the channel thickness below 5 nm will substantially decrease IDD. The sub-threshold figures of merit like the sub-threshold slope (SS) will decrease from 75 to 73 mV/dec, while the drain-induced barrier lowering (DIBL) will increase from 32 to 77 mV/V. Finally, the effect of strain to increase the drive current is strongly limited by quantum confinement. ${I}_{mathrm {mathbf {DD}}}$ will increase by 3% and by 14% in the 10 nm gate NS FET with the $langle 110rangle $ and $langle 100rangle $ channel orientations, respectively, when a strain of $mathbf {0.5}$ % is applied to the channel, with a negligible increase for larger strain values ( $mathbf {0.7}$ % and $mathbf {1.0}$ %).
纳米片(NS)场效应晶体管(FET)的栅极长度从 12 nm 增加到 10 nm,为 2 nm 以下节点带来了额外的技术挑战。由于栅极扩展到 10 纳米会导致电流下降(下降了 $mathbf {10.7}$%),因此这里采用了三维有限元蒙特卡罗模拟来探索如何改变 NS 架构以增加驱动电流(${I}_{mathrm {mathbf { DD}}$ )。 如果 n 型源极/漏极的最大掺杂量达到 $1times 10^{20} ,10 nm 栅极长度的 NS FET 的 ${I}_{mathrm {mathbf {DD}}$ 将增加 11%。}mathrm {cm^{-3}}$ ,或者如果高 $kappa $ 介质层等效氧化物厚度 (EOT) 小于 $mathbf {1.0}$ nm,则通道宽度将增加 $mathbf {3.8}$ %。将沟道宽度减小到 40 nm 以下或将沟道厚度减小到 5 nm 以下将大大降低 IDD。阈下斜率(SS)等阈下性能指标将从 75 mV/dec 下降到 73 mV/dec,而漏极诱导势垒降低(DIBL)将从 32 mV/V 上升到 77 mV/V。最后,应变对增加驱动电流的影响受到量子约束的强烈限制。 当在沟道上施加 $mathbf {0.5}$ % 的应变时,在沟道方向为 $langle 110rangle $ 和 $langle 100rangle $ 的 10 nm 栅极 NS FET 中,${I}_{mathrm {mathbf {DD}}$ 将分别增加 3% 和 14%,而当应变值较大时($mathbf {0.7}$ % 和 $mathbf {1.0}$ %),增加幅度可以忽略不计。)
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引用次数: 0
Robust Bidirectional Gate Driver on Array Based on Indium Gallium Zinc Oxide Thin-Film Transistor for In-Cell Touch Displays 基于铟镓锌氧化物薄膜晶体管的阵列稳健双向栅极驱动器,用于电池内触摸显示器
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-17 DOI: 10.1109/JEDS.2024.3404595
Liufei Zhou;Fuchao He;Xiaojun Guo;Haihong Wang;Mingxin Wang;Yuning Zhang;Baoping Wang
In this paper, we propose a bidirectional gate driver on array (GOA) circuit design based on indium gallium zinc oxide (IGZO) thin-film transistor (TFT) to support time-division driving method (TDDM) for in-cell touch displays. The proposed circuit allows the touch panel to pause the display for touch sensing operations to achieve a touch reporting rate as twice as the frame rate of a display. A dual low-level maintaining unit design is used to suppress influence of the threshold voltage shift of TFTs through alternately turning on the devices. Owing to recovery of threshold voltage shift under negative bias, this design can maintain stable performance during long time operation. A narrow border 6.5” in-cell LCD panel of 90 Hz display with a 180 Hz touch reporting rate is finally demonstrated.
本文提出了一种基于铟镓锌氧化物(IGZO)薄膜晶体管(TFT)的双向阵列栅极驱动器(GOA)电路设计,以支持单元内触摸显示器的时分驱动法(TDDM)。所提出的电路允许触摸屏在进行触摸感应操作时暂停显示,从而实现两倍于显示屏帧速率的触摸报告速率。采用双低电平维持单元设计,通过交替开启器件来抑制 TFT 阈值电压偏移的影响。由于阈值电压偏移在负偏压下会恢复,这种设计可以在长时间运行时保持稳定的性能。最后演示了一种窄边框 6.5" 内嵌式液晶面板,其显示频率为 90 Hz,触摸报告率为 180 Hz。
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引用次数: 0
Special Issue on Semiconductor Design for Manufacturing (DFM)Joint Call for Papers 半导体制造设计 (DFM) 特刊 联合征稿
IF 2.3 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-17 DOI: 10.1109/JEDS.2024.3412339
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引用次数: 0
Special Issue on Intelligent Sensor Systems for the IEEE Journal of Electron Devices 电气和电子工程师学会电子器件期刊》智能传感器系统特刊
IF 2.3 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-17 DOI: 10.1109/JEDS.2024.3405552
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引用次数: 0
Call for Nominations Editor-in-Chief IEEE Transactions on Device and Materials Reliability 征集 IEEE《器件与材料可靠性》杂志主编提名
IF 2.3 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-17 DOI: 10.1109/JEDS.2024.3369770
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引用次数: 0
Partially Isolated Dual Work Function Gate IGZO TFT With Obviously Reduced Leakage Current for 3D DRAMs 为 3D DRAM 提供明显降低漏电流的部分隔离双工作功能栅 IGZO TFT
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-14 DOI: 10.1109/JEDS.2024.3414469
Yunjiao Bao;Gangping Yan;Lei Cao;Chuqiao Niu;Qingkun Li;Guanqiao Sang;Lianlian Li;Yanzhao Wei;Xuexiang Zhang;Jie Luo;Yanyu Yang;Gaobo Xu;Huaxiang Yin
In this article, a partially isolated dual work function (PIDWF) gate In-Ga-Zn-O (IGZO) thin-film transistor (TFT) is proposed to reduce the off-state current (Ioff) obviously, which also provides a feasible integration method for stacking IGZO TFT on Si-based devices. It is found that compared with the general back gate IGZO TFT structure, the Ioff of the proposed IGZO TFT reduces from $2.57times 10{^{-}14 }$ A/ $mu $ m to $7.57times 10{^{-}16 }$ A/ $mu $ m, achieving two orders of magnitude improvement. This breakthrough has the potential to increase the retention time of DRAM applications by nearly 100 times. Moreover, the pronounced novel structure has mitigated parasitic capacitance, thereby leading to a notable 47.7% reduction in write latency within dynamic-random-access-memory (DRAM) circuits. The relevant operation mechanism is carefully demonstrated and verified by the simulation of the electric field and potential barrier results by technical computer-aided design (TCAD). Furthermore, the impacts of the dual gate work function level, the length, and the type of isolation dielectric between dual work function gates are systematically investigated. The results show that the off-state leakage is further reduced by increasing the difference of the work function levels between in dual gates, the dielectric length (LD) and using the isolation layer with a lower dielectric constant. The PIDWF gate IGZO TFT exhibits scalability and is capable of achieving an 84.6% reduction in leakage current even with ultra-short channel lengths, which offers a promising application for future 3D DRAM applications with little extra cost.
本文提出了一种部分隔离双功函数(PIDWF)栅In-Ga-Zn-O(IGZO)薄膜晶体管(TFT),以明显降低关态电流(Ioff),这也为在硅基器件上堆叠IGZO TFT提供了一种可行的集成方法。研究发现,与一般的背栅IGZO TFT结构相比,所提出的IGZO TFT的Ioff从2.57倍10{^{-}14 }$ A/ $mu $ m降低到7.57倍10{^{-}16 }$ A/ $mu $ m,实现了两个数量级的提升。这一突破有望将 DRAM 应用的保留时间延长近 100 倍。此外,这种明显的新型结构还减轻了寄生电容,从而使动态随机存取存储器(DRAM)电路的写入延迟显著减少了 47.7%。通过技术计算机辅助设计(TCAD)对电场和势垒结果的模拟,对相关的运行机制进行了仔细的论证和验证。此外,还系统地研究了双栅极工作函数水平、长度以及双工作函数栅极之间隔离电介质类型的影响。结果表明,通过增大双栅极之间的功函数级差、介质长度(LD)和使用介电常数较低的隔离层,可以进一步降低离态漏电。PIDWF 栅极 IGZO TFT 具有可扩展性,即使在超短沟道长度的情况下也能将漏电流降低 84.6%,这为未来的 3D DRAM 应用提供了前景广阔的应用前景,而且只需很少的额外成本。
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引用次数: 0
Investigation of Nitrogen-Based Plasma Passivation on GaN RF HEMTs Using Various Precursors 使用各种前驱体对氮基等离子体钝化 GaN 射频 HEMT 的研究
IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-11 DOI: 10.1109/JEDS.2024.3412186
Qiaoyu Hu;Wei-Chih Cheng;Xiguang Chen;Chenkai Deng;Lina Liao;Wenmao Li;Yang Jiang;Jiaqi He;Yi Zhang;Chuying Tang;Peiran Wang;Kangyao Wen;Fangzhou Du;Yifan Cui;Mujun Li;Wenyue Yu;Robert Sokolovskij;Nick Tao;Qing Wang;Hongyu Yu
This study investigates the DC and RF performance of RF GaN High Electron Mobility Transistors (HEMTs) subjected to surface pretreatments by N2 and N2O plasma. The filling of nitrogen vacancies or the passivation effect introduced by the thin GaON layer result in enhanced DC characteristics and RF performance for devices treated with nitrogen-based plasma. Compared to the untreated device, the device treated with N2 plasma exhibited a significant improvement in performance, i.e., the saturated current increased by approximately 16%, the characteristic frequency (fT) had an increase of 27.6 GHz, the maximum oscillating frequency (fmax) increased by 60.4 GHz. Furthermore, the breakdown voltage had a 10.7% increase, and the dynamic/static on-resistance ratio decreased from 1.34 to 1.18. These results highlight the potential of nitrogen-based plasma treatments in improving the performance of RF GaN HEMTs.
本研究调查了经过 N2 和 N2O 等离子体表面预处理的射频氮化镓高电子迁移率晶体管 (HEMT) 的直流和射频性能。氮空位的填充或氮化镓薄层引入的钝化效应使氮基等离子体处理过的器件具有更强的直流特性和射频性能。与未处理的器件相比,用氮等离子体处理的器件性能有显著提高,即饱和电流提高了约 16%,特性频率(fT)提高了 27.6 GHz,最大振荡频率(fmax)提高了 60.4 GHz。此外,击穿电压增加了 10.7%,动态/静态导通电阻比从 1.34 降至 1.18。这些结果凸显了氮基等离子体处理在提高射频 GaN HEMT 性能方面的潜力。
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引用次数: 0
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IEEE Journal of the Electron Devices Society
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