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2018 IEEE Symposium on VLSI Technology最新文献

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An Energy Efficient FinFET-based Field Programmable Synapse Array (FPSA) Feasible for One-shot Learning on EDGE AI 一种基于finfet的现场可编程突触阵列(FPSA),可用于EDGE AI的一次学习
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510706
J. L. Kuo, H. W. Chen, E. Hsieh, S. Chung, T. P. Chen, S. A. Huang, J. Chen, O. Cheng
A pure logic 14nm FinFET with capabilities of linearly tunable Vth and excellent retention has been implemented as synapses in neuromorphic system. For the first time, a Field Programmable Synapse Array (FPSA) has been adopted to replace conventional R-based memory Synapse Array (RSA). Thanks to the wide range of Vt-tuning ability, 200X on/off ratio, and the ultra-small variability, 12%, results showed that the training power and SN ratio of FPSA are 10 times and 50 times smaller than those of the RSA, respectively. Two applications were demonstrated on FPSA array for one-shot learning applications. First, FPSA is used to detect handwritten digits of MNIST dataset. "Learned it by once" can be achieved in this task. Furthermore, FPSA has been applied to recognize goldfish in Cifar 100 dataset after learned the other 4 fish species. With the assistance from one-shot learning, results show the machine learned it faster and better on EDGE. This demonstrates the feasibility of FPSA for low-power and cost-effective synapse-based one-shot learning applications in the AIoT era.
一个纯逻辑14nm FinFET具有线性可调的Vth和良好的保留能力,已被实现为神经形态系统中的突触。首次采用现场可编程突触阵列(FPSA)来取代传统的基于r的记忆突触阵列(RSA)。由于大范围的vt调谐能力、200X的开/关比和超小的12%变异性,结果表明,FPSA的训练功率和SN比分别比RSA小10倍和50倍。在FPSA阵列上演示了两种一次性学习应用。首先,利用FPSA对MNIST数据集的手写数字进行检测。在这个任务中,“一次学会”是可以实现的。此外,在学习了其他4种鱼类后,将FPSA应用于Cifar 100数据集的金鱼识别。在一次学习的帮助下,结果表明机器在EDGE上学习得更快更好。这证明了FPSA在AIoT时代低功耗和低成本的基于突触的一次性学习应用中的可行性。
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引用次数: 1
A low-power and high-speed True Random Number Generator using generated RTN 一种低功耗、高速的真随机数发生器
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510671
James Brown, R. Gao, Z. Ji, Jiezhi Chen, Jixuan Wu, Jianfu Zhang, Bo Zhou, Q. Shi, Jacob Crowford, Weidong Zhang
A novel True Random Number Generator (TRNG), using random telegraph noise (RTN) as the entropy source, is proposed to address speed, design area, power and cost simultaneously. For the first time, the proposed design breaks the inherent speed limitation and generates true random numbers up to 3Mbps with ultra-low power. This is over 10 times faster than the state-of-the-art RTN-TRNG [6]. Moreover, the new design does not require selection of devices and thus avoids the use of large transistor array and laborious post-selection process. This reduces the circuit area and the cost. The proposed TRNG has been successfully validated on three different processes and they all passed the National Institute of Standards and Technology (NIST) tests, making it a suitable candidate for future cryptographically secured applications in the internet of things (IoT).
提出了一种以随机电报噪声(RTN)作为熵源的真随机数发生器(TRNG),同时解决了速度、设计面积、功耗和成本的问题。该设计首次突破了固有的速度限制,以超低功耗产生高达3Mbps的真正随机数。这比最先进的RTN-TRNG快10倍以上[6]。此外,新设计不需要选择器件,从而避免了使用大型晶体管阵列和繁琐的后选过程。这减少了电路面积和成本。提议的TRNG已经在三个不同的过程中成功验证,并且它们都通过了国家标准与技术研究所(NIST)的测试,使其成为未来物联网(IoT)中加密安全应用的合适候选者。
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引用次数: 24
22-nm FD-SOI Embedded MRAM with Full Solder Reflow Compatibility and Enhanced Magnetic Immunity 22纳米FD-SOI嵌入式MRAM具有完全焊料回流兼容性和增强的磁抗扰度
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510655
K. Lee, K. Yamane, S. Noh, V. B. Naik, H. Yang, S. Jang, J. Kwon, B. Behin-Aein, R. Chao, J. H. Lim, K. S., K. W. Gan, D. Zeng, N. Thiyagarajah, L. C. Goh, B. Liu, E. Toh, B. Jung, T. L. Wee, T. Ling, T. Chan, N. Chung, J. W. Ting, S. Lakshmipathi, J. Son, J. Hwang, L. Zhang, R. Low, R. Krishnan, T. Kitamura, Y. You, C. Seet, H. Cong, D. Shum, J. Wong, S. Woo, J. Lam, E. Quek, A. See, S. Siah
We demonstrate a fully functional embedded MRAM (eMRAM) macro integrated into a 22-nm FD-SOI CMOS platform. This macro combined with eFlash-flavor MTJ film stacks shows median-die bit error rate (BER) < 1 ppm after 5× solder reflows. It also meets the automotive grade-1 data retention requirement and shows intrinsic stand-by magnetic immunity of 1.4 kOe (BER criteria = 1 ppm) after 1-hr exposure at 25 °C. The results reveal that eMRAM is capable of serving a broad spectrum of eFlash applications at 22 nm or beyond.
我们展示了一个全功能嵌入式MRAM (eMRAM)宏集成到一个22纳米FD-SOI CMOS平台。该宏与eflash风格的MTJ薄膜堆栈相结合,在5次焊料回流后,中芯误码率(BER) < 1ppm。它还符合汽车一级数据保留要求,并在25°C下暴露1小时后显示出1.4 kOe (BER标准= 1 ppm)的固有待机磁抗扰度。结果表明,eMRAM能够在22纳米或更高的范围内服务于广泛的eFlash应用。
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引用次数: 22
Response Speed of Negative Capacitance FinFETs 负电容finfet的响应速度
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510626
D. Kwon, Y. Liao, Yen-Kai Lin, J. Duarte, K. Chatterjee, A. Tan, A. Yadav, C. Hu, Z. Krivokapic, S. Salahuddin
We report on the measurement of a 101-stage ring oscillator (RO) consisting of state-of-the-art 14 nm FinFET devices with a ferroelectric gate layer that exhibits negative capacitance. We show that the gate stage delay as a function of applied voltage can be directly modeled from DC characteristics of the individual NC-nFET and NC-pFET devices that constitute the RO, thereby demonstrating that there is no slowdown of the NC effect at the highest speed tested - per-stage delay as small as 7.2 ps.
我们报告了一个101级环形振荡器(RO)的测量,该振荡器由最先进的14nm FinFET器件组成,具有具有负电容的铁电栅层。我们表明栅极级延迟作为外加电压的函数可以直接从构成RO的单个NC- nfet和NC- fet器件的直流特性中建模,从而证明在测试的最高速度下NC效应没有减慢-每级延迟小至7.2 ps。
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引用次数: 28
A Comprehensive Study of Polymorphic Phase Distribution of Ferroelectric-Dielectrics and Interfacial Layer Effects on Negative Capacitance FETs for Sub-5 nm Node 亚5nm节点负电容场效应管多晶相分布及界面层效应的综合研究
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510696
Y. Tang, C. Su, Y.-S. Wang, K. Kao, T.-L. Wu, P. Sung, F. Hou, C. Wang, M. Yeh, Y. Lee, W. Wu, G. Huang, J. Shieh, W. Yeh, Y. Wang
The impact of a realistic representation of gate-oxide granularity on negative-capacitance (NC) FETs at sub-5nm node is studied by a newly developed thermodynamic energy model based on the first principle calculation (FPC). For the first time, the calculation fully couples the Landau-Khalatnikov (L-K) equation with grain-size effect equation in NC-FETs. It explains the experimental results in phase transition and reveals excellent immunity against depolarization in ferroelectric (FE) layer owing to dopant concentration and stress in thin films. A sub-5nm node (LG=10nm) NC-FET with thin FE layer (TFE~2nm) is integrated to achieve low subthreshold slope (SS) of 52mV/dec via a 1.9GPa-tensor stressed interfacial layer (IL) and 12% Zr-doped HfO2.
采用基于第一性原理计算(FPC)的热力学能量模型,研究了栅极-氧化物粒度的真实表示对负电容场效应管(fet)亚5nm节点的影响。该计算首次将纳米场效应管中的Landau-Khalatnikov (L-K)方程与粒径效应方程完全耦合。从相变角度解释了实验结果,揭示了薄膜中掺杂物浓度和应力对铁电(FE)层退极化的良好免疫力。通过1.9 gpa张量应力界面层(IL)和12%掺zr的HfO2,集成了一个亚5nm节点(LG=10nm)的薄FE层(TFE~2nm) NC-FET,实现了52mV/dec的低亚阈值斜率(SS)。
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引用次数: 8
Shaping circuit environment to face the thermal challenge Innovative technologies from low to high power electronics 从低功率到高功率电子产品的创新技术
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510677
P. Coudrain, J. Colonna, L. Collin, R. Prieto, L. Fréchette, J. Barrau, G. Savelli, P. Vivet, Q. Struss, J. Widiez, K. Vladimirova, K. Triantopoulos, H. Beckrich-Ros, M. Vilarrubí, G. Laguna, H. Azarkish, M. Shirazi, J. Michailos
This paper describes evolutions of circuit environment to face an ever-increasing thermal challenge, from early design stage down to the final package. To illustrate this critical concern we give a portrayal of innovative technologies and concepts studied for efficient thermal management from low to high power electronics, with an emphasis on hot spot management.
本文描述了电路环境的演变,以面对日益增加的热挑战,从早期设计阶段到最终封装。为了说明这一关键问题,我们给出了从低功率到高功率电子设备的高效热管理研究的创新技术和概念的描述,重点是热点管理。
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引用次数: 1
Enabling CMOS Scaling Towards 3nm and Beyond 使CMOS向3nm及以上扩展
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510683
A. Mocuta, P. Weckx, S. Demuynck, D. Radisic, Y. Oniki, J. Ryckaert
We look at several scaling boosters necessary to accomplish CMOS area scaling towards the 2nm node. We consider aspects of standard cell area scaling, transistor architecture, SRAM, and BEOL. We also demonstrate integrated flows and hardware feasibility for such scaling boosters.
我们看几个必要的缩放助推器,以实现CMOS面积缩放到2nm节点。我们考虑了标准单元面积缩放、晶体管结构、SRAM和BEOL等方面。我们还演示了这种缩放助推器的集成流程和硬件可行性。
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引用次数: 17
A Novel 3D AND-type NVM Architecture Capable of High-density, Low-power In-Memory Sum-of-Product Computation for Artificial Intelligence Application 面向人工智能应用的高密度、低功耗内存积和计算的新型3D and型NVM架构
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510688
H. Lue, Wei-Chen Chen, Hung-Sheng Chang, Keh-Chung Wang, Chih-Yuan Lu
An AND-type stackable 3D NVM architecture is proposed to provide an ultra-high density AI computing memory with low power. The advantages are: (1) All memory transistors in the 3D array are connected in parallel, thus enable the sum-of-product operation. (2) The 3D NAND like architecture is possible to stack to > 64 layers, thus provides ultra-high density (>128Gb) AI memory. (3) Many bit lines (>1KB) can operate in parallel for high bandwidth. (4) Uses low-power +/− FN programming/erasing which allows high parallelism, and is bit-alterable thus is ideal for training or transfer learning. (5) Excellent linearity of output current with respect to bitline bias, thus enabling ideal analog computation. (6) Adequate sensing current of the summed product thus permits fast access read for inference device. The proposed memory architecture can achieve TOPS/W>10, which is 10X greater than the conventional von Neumann architecture.
为了提供一种低功耗的超高密度AI计算存储器,提出了一种and型可堆叠3D NVM架构。其优点是:(1)3D阵列中所有的存储晶体管都是并联的,因此可以进行和积运算。(2)类似3D NAND的架构可以堆叠到> 64层,从而提供超高密度(>128Gb)的AI内存。(3)多个位线(>1KB)可以并行工作,以获得高带宽。(4)使用低功耗+/−FN编程/擦除,允许高并行性,并且是位可变的,因此是理想的训练或迁移学习。(5)输出电流相对于位线偏置的良好线性,从而实现理想的模拟计算。(6)因此,所述总和产品有足够的感应电流,可以为推理装置提供快速读取。所提出的存储器结构可以达到TOPS/W>10,是传统冯·诺依曼结构的10倍。
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引用次数: 19
Te-based binary OTS selectors with excellent selectivity (>105), endurance (>108) and thermal stability (>450°C) 具有优异的选择性(>105)、耐久性(>108)和热稳定性(>450°C)的碲基二元OTS选择器
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510681
Jongmyung Yoo, Y. Koo, Solomon Amsalu Chekol, Jaehyuk Park, Jeonghwan Song, H. Hwang
We have investigated various Te-based binary materials for Ovonic Threshold Switch (OTS) selector application. We found that both Te composition and difference in atomic radius of elements composing the telluride film are the key control parameters to maximize the OTS characteristics such as low leakage current (<5 nA for device area of 30 nm2), good switching endurance (108), and thermal stability (450°C).
我们研究了各种碲基二元材料用于Ovonic阈值开关(OTS)选择器的应用。我们发现,组成碲化膜的元素的组成和原子半径的差异是最大限度地提高OTS特性的关键控制参数,例如低泄漏电流(器件面积为30 nm2时小于5 nA),良好的开关耐久性(108)和热稳定性(450°C)。
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引用次数: 11
Negative Capacitance, n-Channel, Si FinFETs: Bi-directional Sub-60 mV/dec, Negative DIBL, Negative Differential Resistance and Improved Short Channel Effect 负电容,n沟道,Si finfet:双向低于60 mV/dec,负DIBL,负差分电阻和改进的短沟道效应
Pub Date : 2018-06-01 DOI: 10.1109/VLSIT.2018.8510691
Hong Zhou, D. Kwon, A. Sachid, Y. Liao, K. Chatterjee, A. Tan, A. Yadav, C. Hu, S. Salahuddin
We report on negative capacitance (NC) FinFETs with ferroelectric Hf0.5Zr0.5O2 (HZO) as gate dielectric on fully depleted silicon on insulator (FDSOI) substrate with various channel length (LCH) of 450 nm to 30 nm and multiple fin widths (WFIN) of 200 nm to 30 nm. We demonstrate all signature characteristics expected from NCFET: nearly hysteresis free operation (~3 mV), <60 mV/decade subthreshold swing (SS) with an average SS of 54.5 mV/dec for ~2 orders of ID and to the best of our knowledge, for the first time in Si MOSFETs, negative Drain Induced Barrier Lowering (DIBL) and Negative Differential Resistance (NDR). Remarkably, we observe significant improvement in the short channel effect compared to control FinFETs: both SS and DIBL are substantially lower for the NCFET for the same Lch/WFin ratio. Importantly, these benefits become increasingly larger for shorter channel lengths.
我们报道了以铁电f0.5 zr0.5 o2 (HZO)作为栅极介质的负电容(NC) finfet,其沟道长度(LCH)为450 nm至30 nm,多翅片宽度(WFIN)为200 nm至30 nm。我们展示了NCFET所期望的所有特征:几乎无迟滞工作(~3 mV), <60 mV/十进亚阈值摆幅(SS),平均SS为54.5 mV/dec,为~2阶ID,据我们所知,这是第一次在Si mosfet中,负漏极诱导势垒降低(DIBL)和负差分电阻(NDR)。值得注意的是,与控制finfet相比,我们观察到短通道效应的显著改善:对于相同的Lch/WFin比,nfet的SS和DIBL都大大降低。重要的是,对于较短的通道长度,这些好处变得越来越大。
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引用次数: 34
期刊
2018 IEEE Symposium on VLSI Technology
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