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2018 IEEE Symposium on VLSI Technology最新文献

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Smart scaling technology for advanced FinFET node 先进FinFET节点的智能缩放技术
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510675
J. Kye, Hoonki Kim, J. Lim, Seungyoung Lee, Jonghoon Jung, T. Song
Because of the complexity of technology the level of engagement between technology and design has been increased more than ever before. Design technology co-optimization (DTCO) is used to describe the process of making with competitive power, performance, area, and yield (PPAY) in various applications. This paper describes smart scaling technologies for advanced FinFET node to make technology more competitive.
由于技术的复杂性,技术和设计之间的接触程度比以往任何时候都要高。设计技术协同优化(DTCO)用于描述在各种应用中具有竞争力、性能、面积和良率(PPAY)的制造过程。本文介绍了先进的FinFET节点的智能缩放技术,使技术更具竞争力。
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引用次数: 3
Capacitor-based Cross-point Array for Analog Neural Network with Record Symmetry and Linearity 基于电容的记录对称线性模拟神经网络交叉点阵列
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510648
Y. Li, S. Kim, X. Sun, P. Solomon, T. Gokmen, H. Tsai, S. Koswatta, Z. Ren, R. Mo, C. Yeh, W. Haensch, E. Leobandung
We report a capacitor-based cross-point array that can be used to train analog-based Deep Neural Networks (DNNs), fabricated with trench capacitors in 14nm technology. The fundamental DNN functionalities of multiply-accumulate and weight-update are demonstrated. We also demonstrate the best symmetry and linearity ever reported for an analog cross-point array system. For DNNs, the capacitor leakage does not impact learning accuracy even without any refresh cycle, as the weights are continuously updated during training. This makes capacitor an ideal candidate for neural network training. We also discuss the scalability of this array using optimized low-leakage DRAM technology.
我们报告了一种基于电容器的交叉点阵列,可用于训练基于模拟的深度神经网络(dnn),该阵列由14nm技术的沟槽电容器制造。演示了多重累积和权重更新的基本深度神经网络功能。我们还证明了模拟交叉点阵列系统的最佳对称性和线性性。对于dnn,即使没有任何刷新周期,电容泄漏也不会影响学习精度,因为权重在训练过程中不断更新。这使得电容器成为神经网络训练的理想候选者。我们还讨论了该阵列使用优化的低泄漏DRAM技术的可扩展性。
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引用次数: 33
The Complementary FET (CFET) for CMOS scaling beyond N3 互补场效应管(CFET)的CMOS缩放超过N3
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510618
J. Ryckaert, P. Schuddinck, P. Weckx, G. Bouche, B. Vincent, J. Smith, Y. Sherazi, A. Mallik, H. Mertens, S. Demuynck, T. H. Bao, A. Veloso, N. Horiguchi, A. Mocuta, D. Mocuta, J. Boemmels
The complementary FET (CFET) device consisting of a stacked n-type vertical sheet on a p-type fin is evaluated in a design-technology co-optimization (DTCO) framework. Through a double level access it offers a structural scaling of both standard cells (SDC) and SRAM by 50%. The proposed process flow requires accurate control of the elevation dimension for manufacturability. Based on TCAD analysis, the CFET can eventually outperform the finFET device and meet the N3 targets in power and performance. To achieve that, the dominating parasitic resistance of the deep vias needs to be reduced by the introduction of advanced MOL contacts featuring thin barriers.
在设计-技术协同优化(DTCO)框架下,对p型翅片上堆叠n型垂直片构成的互补场效应晶体管(CFET)器件进行了评估。通过双级访问,它提供了标准单元(SDC)和SRAM的50%的结构缩放。所提出的工艺流程要求精确控制可制造性的标高尺寸。基于TCAD分析,CFET器件最终可以在功率和性能上优于finFET器件,满足N3目标。为了实现这一目标,需要通过引入具有薄屏障的先进MOL触点来降低深孔的主要寄生电阻。
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引用次数: 62
Rare-Failure Oriented STT-MRAM Technology Optimization 面向少故障的STT-MRAM技术优化
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510637
Nuo Xu, Fan Chen, D. Apalkov, Weiyi Qi, Jing Wang, Zhengping Jiang, W. Choi, D. Kim
A rare-failure oriented optimization methodology for state-of-the-art STT-MRAM technology has been proposed. Physics-based device models and novel rare event sampling algorithms are used for massively parallel Monte Carlo simulations to identify the critical process variability sources and to evaluate the Write Error Rate (WER) at the resolution of 1E-9. New rare-failure figure-of-merits (FoMs) and design guidelines are suggested for optimizing the operation conditions of STT-MRAMs so that the energy-delay product can be minimized at satisfactory WER level.
针对目前最先进的STT-MRAM技术,提出了一种面向罕见故障的优化方法。基于物理的设备模型和新颖的罕见事件采样算法用于大规模并行蒙特卡罗模拟,以识别关键过程可变性源并评估1E-9分辨率下的写入错误率(WER)。为优化stt - mrm的运行条件,提出了新的罕见故障优点图(FoMs)和设计准则,以使能量延迟积最小化。
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引用次数: 3
Differentiated Performance and Reliability Enabled by Multi-Work Function Solution in RMG Silicon and SiGe MOSFETs RMG硅和SiGe mosfet的多工作功能解决方案实现的差异化性能和可靠性
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510650
R. Bao, R. Southwick, H. Zhou, C. Lee, B. Linder, T. Ando, D. Guo, H. Jagannathan, V. Narayanan
We report for the first time that replacement metal gate (RMG) work function metal (WFM) modulates the interface defects in Silicon and SiGe MOSFETs. Changing the effective work function (eWF) towards nFET band edge provides lower interface defects and higher mobility than eWF near the pFET band edge for both Si and SiGe substrates. Reducing the electric field across the dielectric (via eWF) improves bias temperature instability (BTI) for both n & pMOSFETs beyond expectation. Breakdown voltage increases and gate leakage decreases with increasing eWF for both n & pMOSFETs. Therefore, multi-Vt MOSFETs by RMG metal gate exhibit differentiated reliability as well as differentiated performance for both Si and SiGe channel materials.
本文首次报道了替代金属栅极(RMG)功功能金属(WFM)调制硅和SiGe mosfet的界面缺陷。对于Si和SiGe衬底,将有效功函数(eWF)改变到fet带边缘可以提供更低的界面缺陷和更高的迁移率,而不是靠近fet带边缘的eWF。减小电介质上的电场(通过eWF)可以改善n & pmosfet的偏置温度不稳定性(BTI),超出预期。无论是n场效应管还是pmosfet,击穿电压都随着eWF的增加而增加,栅极泄漏也随着eWF的增加而减少。因此,RMG金属栅极的多vt mosfet在Si和SiGe沟道材料中表现出不同的可靠性和不同的性能。
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引用次数: 3
First demonstration of monocrystalline silicon macaroni channel for 3-D NAND memory devices 首次展示单晶硅通心粉通道用于3-D NAND存储器器件
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510635
R. Delhougne, A. Arreghini, E. Rosseel, A. Hikavyy, E. Vecchio, L. Zhang, M. Pak, L. Nyns, T. Raymaekers, N. Jossart, L. Breuil, S. S. V-Palayam, C. Tan, G. Van den bosch, A. Furnémont
We are demonstrating for the first time epi-based monocrystalline silicon macaroni channel 3-D NAND devices. The highly controllable channel replacement process sequence leads to > 95% yield, with excellent uniformity and reproducibility, proving its potential for manufacturability. The electron mobility of the channel is improved by a factor 30 compared to the polycrystalline macaroni Si channel, together with a reduction of the off state leakage. Furthermore, this channel replacement fabrication process does not affect memory performance and reliability. The performance benefits of this channel replacement technique make it a potential candidate for fabricating future 3-D NAND devices.
我们首次展示了基于外延电的单晶硅通心粉通道3-D NAND器件。具有高度可控性的通道置换工艺序列,成品率> 95%,具有良好的均匀性和可重复性,证明了其可制造性的潜力。与多晶通心粉硅通道相比,该通道的电子迁移率提高了30倍,同时减少了关闭状态泄漏。此外,这种通道替代制造工艺不会影响存储器的性能和可靠性。这种通道替代技术的性能优势使其成为制造未来3d NAND器件的潜在候选者。
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引用次数: 11
Modeling of FinFET Self-Heating Effects in multiple FinFET Technology Generations with implication for Transistor and Product Reliability 多代FinFET技术中FinFET自热效应的建模及其对晶体管和产品可靠性的影响
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510657
H. Sagong, K. Choi, J. Kim, T. Jeong, M. Choe, H. Shim, W. Kim, J. Park, S. Shin, S. Pae
We report the characterization and modeling of FinFET self-heating (FSH) and its reliability impact across multiple FinFET process technology generations. With technology node scaling, taller and narrower Fin shape allows higher performance. However, increased FSH and potential reliability issues must be well understood and mitigated. This paper presents FSH effects across multiple technology nodes and characterization, and modeling efforts used in design will be presented. The results on transistor and product level demonstrate excellent reliability performance beyond 10yrs
我们报告了FinFET自热(FSH)的表征和建模及其在多个FinFET工艺技术世代中的可靠性影响。随着技术节点缩放,更高和更窄的鳍形状允许更高的性能。然而,增加的FSH和潜在的可靠性问题必须得到很好的理解和缓解。本文介绍了跨多个技术节点的FSH效应和表征,并将介绍设计中使用的建模工作。在晶体管和产品层面上的结果表明,该系统具有10年以上的优良可靠性
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引用次数: 11
Dependence of Reliability of Ferroelectric HfZrOx on Epitaxial SiGe Film with Various Ge Content 不同锗含量的外延SiGe薄膜对铁电HfZrOx可靠性的影响
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510643
Kuen-Yi Chen, Yen-Hua Huang, Ruei-Wen Kao, Yan-Xiao Lin, Yung-Hsien Wu
TiN/ferroelectric-HfZrOx (HZO)/epi-SiGe (MFS) structure was employed as the platform to investigate the dependence of Ge content on reliability performance and the mechanism behind it. As compared to Si counterpart, HZO on Si0.56Ge0.44 exhibits not only enhanced remnant polarization (Pr) by 58 % but much improved reliability in terms of negligible Pr degradation up to 109 cycles under ±4 V/100k Hz bipolar AC stress, desirable retention at pristine and cycled state up to 104 sec, and smaller imprint effect against time at 85 °C. The Ge content-dependent reliability performance is mainly due to the thinner sub-oxide interfacial layer (IL) with better quality since it is too thin to trap charges while less vulnerable to defect generation due to stronger bonding (fewer Vo). IL with higher κ value is also helpful to suppress E-field across it, beneficial to enhance reliability. The results suggest that as the technology advances into SiGe platform, it is more viable for MFS-based memory as the reliability issues for Si will be greatly mitigated.
以TiN/铁电- hfzrox (HZO)/epi-SiGe (MFS)结构为平台,研究了Ge含量对可靠性性能的影响及其机理。与硅材料相比,Si0.56Ge0.44上的HZO不仅表现出58%的残余极化(Pr)增强,而且在±4 V/100k Hz双极交流应力下可忽略Pr降解高达109次的可靠性大大提高,在原始和循环状态下保持长达104秒,并且在85°C下随时间的印记效应较小。Ge含量相关的可靠性性能主要是由于较薄的亚氧化物界面层(IL)具有更好的质量,因为它太薄而无法捕获电荷,而由于更强的键合(较少的Vo)而不易产生缺陷。κ值较高的IL也有助于抑制其对面的e场,有利于提高可靠性。结果表明,随着技术进入SiGe平台,基于mfs的存储器更可行,因为Si的可靠性问题将大大缓解。
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引用次数: 4
XNOR-SRAM: In-Memory Computing SRAM Macro for Binary/Ternary Deep Neural Networks XNOR-SRAM:用于二进制/三元深度神经网络的内存计算SRAM宏
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510687
Zhewei Jiang, Shihui Yin, Mingoo Seok, Jae-sun Seo
We present an in-memory computing SRAM macro that computes XNOR-and-accumulate in binary/ternary deep neural networks on the bitline without row-by-row data access. It achieves 33X better energy and 300X better energy-delay product than digital ASIC, and also achieves significantly higher accuracy than prior in-SRAM computing macro (e.g., 98.3% vs. 90% for MNIST) by being able to support the mainstream DNN/CNN algorithms.
我们提出了一个内存计算SRAM宏,它可以在二进制/三元深度神经网络中在位线上计算xnor和累加,而不需要逐行访问数据。它实现了比数字ASIC高33倍的能量和300倍的能量延迟积,并且通过能够支持主流的DNN/CNN算法,也实现了比先前的sram计算宏(例如98.3% vs. MNIST的90%)更高的精度。
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引用次数: 251
An over 120 dB wide-dynamic-range 3.0 μm pixel image sensor with in-pixel capacitor of 41.7 fF/um2 and high reliability enabled by BEOL 3D capacitor process 超120db宽动态范围3.0 μm像素图像传感器,像素内电容为41.7 fF/um2,采用BEOL 3D电容工艺实现高可靠性
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510685
M. Takase, S. Isono, Y. Tomekawa, T. Koyanagi, T. Tokuhara, M. Harada, Y. Inoue
We realized a simultaneous-capture wide-dynamic-range image sensor with 3.0 μm pixels using novel in-pixel 3D capacitors located in BEOL. We achieved high capacitance density of 41.7 fF/μm2 and low leakage current density of 3.6×10−10 A/cm2 at 1 V by applying 3D structure and optimizing dielectric deposition process. TDDB investigations showed that estimated failure time at 125°C is more than 10 years. We demonstrated over 120 dB dynamic range image sensor with 3.0 μm pixels, which is enabled by this BEOL 3D capacitor process technology. (Keywords: image sensor, capacitor, 3D, BEOL, high reliability and wide dynamic range)
我们使用位于BEOL的新型像素内3D电容器实现了3.0 μm像素的同时捕获宽动态范围图像传感器。采用三维结构并优化介电沉积工艺,在1v电压下获得了41.7 fF/μm2的高电容密度和3.6×10−10 A/cm2的低漏电流密度。TDDB研究表明,在125°C下,估计失效时间超过10年。我们展示了3.0 μm像素的120 dB动态范围图像传感器,这是由BEOL 3D电容器工艺技术实现的。(关键词:图像传感器,电容,3D, BEOL,高可靠性,宽动态范围)
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引用次数: 10
期刊
2018 IEEE Symposium on VLSI Technology
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