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2020 IEEE International Electron Devices Meeting (IEDM)最新文献

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A Novel Super-Steep Slope (~0.015mV/dec) Gate-Controlled Thyristor (GCT) Functional Memory Device to Support the Integrate-and-Fire Circuit for Spiking Neural Networks 一种支持脉冲神经网络集成与点火电路的新型超陡坡(~0.015mV/dec)门控晶闸管(GCT)功能记忆器件
Pub Date : 2020-12-12 DOI: 10.1109/IEDM13553.2020.9372094
Cheng-Lin Sung, H. Lue, M. Wei, S. Ho, Han-Wen Hu, P. Du, Wei-Chen Chen, C. Lo, T. Yeh, Keh-Chung Wang, Chih-Yuan Lu
The analog neuromorphic circuits with functional memory devices are considered as an ultimate ideal approach to mimic the human brain for artificial intelligence (AI). The spiking neural network (SNN) with integrate-and-fire (IF) circuit is the classic building block theoretically, but so far it is very difficult to find ideal devices to realize the SNN circuit. In this work, we propose a novel functional memory that is enabled by a novel thyristor, which features super-steep slope (S.S.~0.015mV/dec), large ON/OFF ratio (> 5 orders), and tunable Vth range (0~3V). These are very ideal to meet the IF circuit requirements. Circuit and network simulations indicate that the gate-controlled thyristor (GCT) device for the IF circuit can realize high accuracy and performance for image recognition SNN. Our novel SNN architecture with the GCT device can provide good energy efficiency (equivalent to 181TOPS/W for accumulation operations), good error tolerance to Vth variations (~10% range), and substantially smaller circuit area than that using conventional CMOS devices for IF circuit.
具有功能记忆装置的模拟神经形态电路被认为是人工智能(AI)模拟人脑的最终理想方法。带IF电路的尖峰神经网络(SNN)在理论上是经典的构建模块,但迄今为止很难找到理想的器件来实现该电路。在这项工作中,我们提出了一种由新型晶闸管实现的新型功能存储器,该晶闸管具有超陡斜率(S.S.~0.015mV/dec),大开/关比(> 5阶)和可调谐的Vth范围(0~3V)。这些都非常理想地满足了中频电路的要求。电路和网络仿真表明,用于中频电路的门控晶闸管(GCT)器件能够实现图像识别SNN的高精度和高性能。我们采用GCT器件的新颖SNN架构可以提供良好的能量效率(相当于181TOPS/W的累积运算),对Vth变化的良好容错性(~10%范围),并且与使用传统CMOS器件的中频电路相比,电路面积小得多。
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引用次数: 0
Highly-stable (< 3% fluctuation) Ag-based Threshold Switch with Extreme-low OFF Current of 0.1 pA, Extreme-high Selectivity of 109 and High Endurance of 109 Cycles 高度稳定(< 3%波动)基于ag的阈值开关,极低的关闭电流为0.1 pA,极高的109选择性和109次循环的高耐久性
Pub Date : 2020-12-12 DOI: 10.1109/IEDM13553.2020.9371960
W. Banerjee, I. Karpov, A. Agrawal, S. Kim, Seungwoo Lee, Sangmin Lee, Donghwa Lee, H. Hwang
We demonstrate driving parameters to control the hybrid-filament (HF) in Ag-based threshold switching (TS) devices. To achieve statistically improved TS behavior, we engineer the nucleation energy barrier, shape of HF and steric repulsion force during TS-operation. Finally, we demonstrate TS with extremely low OFF current (0.1 pA), extremely high selectivity (> 109) with stable threshold voltage (< 3% fluctuation), high endurance (> 109) with stable steep subthreshold slope ~ 1 mV/dec, and high device-yield in Ag based devices.
我们演示了在ag基阈值开关(TS)器件中控制混合灯丝(HF)的驱动参数。为了在统计上改善TS行为,我们设计了TS操作过程中的成核能势垒、HF形状和空间排斥力。最后,我们证明了TS具有极低的关断电流(0.1 pA),极高的选择性(> 109),稳定的阈值电压(< 3%波动),高的耐久性(> 109),稳定的陡峭的亚阈值斜率~ 1 mV/dec,以及Ag基器件的高器件产率。
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引用次数: 9
Accelerated Local Training of CNNs by Optimized Direct Feedback Alignment Based on Stochasticity of 4 Mb C-doped Ge2Sb2Te5 PCM Chip in 40 nm Node 基于40nm节点4mb c掺杂Ge2Sb2Te5 PCM芯片随机性的优化直接反馈对准加速cnn局部训练
Pub Date : 2020-12-12 DOI: 10.1109/IEDM13553.2020.9371910
Yingming Lu, Xi Li, Longhao Yan, Teng Zhang, Yuchao Yang, Zhitang Song, Ru Huang
On-chip local training is highly desirable for the application of deep neural networks in environment-adaptive edge platforms, which however is hindered by the high time and energy costs of training. Here, we demonstrate efficient training of VGG-16 and LeNet-5 by optimized direct feedback alignment that replaces the layer-by-layer back propagation (BP) of errors. For the first time, the inherent stochasticity in phase change memory fabricated in 40 nm node is exploited to build a merged random feedback matrix with reduced hardware cost. Due to the physical generation of merged matrix and in-memory error computing as well as proposed conductance drift (CD) compensation protocols, the training time and energy consumptions of VGG-16 are reduced by 3× and 3.3×, respectively, compared with hardware-accelerated in-memory BP training, with 90% accuracy on CIFAR-10.
片上局部训练是深度神经网络应用于环境自适应边缘平台的迫切需要,但训练的高时间和能量成本阻碍了局部训练的实现。在这里,我们展示了VGG-16和LeNet-5通过优化的直接反馈对齐来取代逐层反向传播(BP)误差的有效训练。本文首次利用40 nm节点相变存储器固有的随机性,构建了一个合并随机反馈矩阵,降低了硬件成本。由于合并矩阵的物理生成和内存误差计算以及提出的电导漂移(CD)补偿协议,与硬件加速的内存BP训练相比,VGG-16的训练时间和能量消耗分别减少了3倍和3.3倍,在CIFAR-10上的准确率达到90%。
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引用次数: 10
Planar GaN Power Integration – The World is Flat 平面GaN电源集成-世界是平的
Pub Date : 2020-12-12 DOI: 10.1109/IEDM13553.2020.9372069
K. J. Chen, Jin Wei, Gaofei Tang, Han Xu, Zheyang Zheng, Li Zhang, Wenjie Song
GaN power IC’s are expected to help unlock the full potential of GaN power electronics, especially in terms of promoting the high-frequency power switching applications. This paper first discusses a GaN power integration technology platform based on commercially available p-GaN gate HEMT technology. An integrated gate driver is presented as an example of GaN power IC with enhanced performance, in which a bootstrap unit is adopted to realize rail-to-rail output voltage and fast switching speed. To deal with GaN-specific design issues such as the unique dynamic VTH, a SPICE model of p-GaN gate HEMT is developed to improve design accuracy. Future prospects for GaN power integration are discussed by extending the integration’s landscape to multi-functional GaN power devices, GaN CMOS technology, and GaN/SiC hybrid power IC’s.
GaN功率IC有望帮助释放GaN功率电子的全部潜力,特别是在促进高频功率开关应用方面。本文首先讨论了基于市售p-GaN栅极HEMT技术的GaN功率集成技术平台。以集成栅极驱动器为例,提出了一种性能增强的GaN功率集成电路,该电路采用自举单元实现轨到轨输出电压和快速开关速度。为了解决gan特有的动态VTH等设计问题,开发了p-GaN栅极HEMT的SPICE模型,以提高设计精度。本文讨论了GaN功率集成的未来前景,并将集成领域扩展到多功能GaN功率器件、GaN CMOS技术和GaN/SiC混合功率集成电路。
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引用次数: 23
III-V HEMTs for Cryogenic Low Noise Amplifiers 低温低噪声放大器的III-V型hemt
Pub Date : 2020-12-12 DOI: 10.1109/IEDM13553.2020.9372031
J. Grahn, E. Cha, A. Pourkabirian, J. Stenarson, N. Wadefalk
The InP HEMT is the preferred transistor technology for cryogenic low-noise amplification from 1 GHz up to 200 GHz. The InP HEMT shows its superiority at temperatures 5 to 15 K and technology development must be made with knowledge about the special circumstances occurring in III- V materials and device operating under cryogenic conditions. We report on how to electrically stabilize the cryogenic two-finger HEMT at low temperature making it possible to design low-noise amplifiers with state of the art noise performance up to mm-wave. We also demonstrate recent progress on optimizing the InP HEMT for cryogenic low-noise amplifier operation below 1 mW dc power dissipation, of interest for qubit readout electronics.
InP HEMT是1 GHz至200 GHz低温低噪声放大的首选晶体管技术。InP HEMT在5 ~ 15k温度下表现出其优势,技术开发必须了解III- V材料和器件在低温条件下运行的特殊情况。我们报告了如何在低温下电稳定低温双指HEMT,从而使设计具有最高毫米波噪声性能的低噪声放大器成为可能。我们还展示了在优化InP HEMT方面的最新进展,该器件适用于量子位读出电子学中感兴趣的低于1mw直流功耗的低温低噪声放大器。
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引用次数: 4
Millimeter-Wave CMOS Phased-Array Transceiver for 5G and Beyond 用于5G及以后的毫米波CMOS相控阵收发器
Pub Date : 2020-12-12 DOI: 10.1109/IEDM13553.2020.9372045
K. Okada
In this presentation, a 28-GHz phased-array transceiver and 300GHz transceiver realized by 65nm CMOS will be introduced, which are designed for 5G and beyond. The talk concludes with a discussion on future directions of millimeter-wave wireless communication, based on Shannon and Friis equations.
在本次演讲中,将介绍采用65nm CMOS实现的28ghz相控阵收发器和300GHz收发器,这两款收发器专为5G及以后的5G而设计。讲座最后以Shannon和Friis方程为基础,讨论毫米波无线通信的未来发展方向。
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引用次数: 3
PD-SOI CMOS and SiGe BiCMOS Technologies for 5G and 6G communications 用于5G和6G通信的PD-SOI CMOS和SiGe BiCMOS技术
Pub Date : 2020-12-12 DOI: 10.1109/IEDM13553.2020.9371954
P. Chevalier, F. Gianesello, A. Pallotta, J. A. Gonçalves, G. Bertrand, J. Borrel, L. Boissonnet, E. Brezza, M. Buczko, E. Canderle, D. Céli, S. Crémer, N. Derrier, C. Diouf, C. Durand, F. Foussadier, P. Garcia, N. Guitard, A. Fleury, A. Gauthier, O. Kermarrec, J. Lajoinie, C. Legrand, V. Milon, F. Monsieur, Y. Mourier, D. Muller, D. Ney, R. Paulin, N. Pelloux, C. Renard, M. Rellier, P. Scheer, I. Sicard, N. Vulliet, A. Juge, E. Granger, D. Gloria, J. Uginet, L. Garchery, F. Paillardet
While 5G wireless networks are currently deployed around the world, preliminary research activities have begun to look beyond 5G and conceptualize 6G standard. Although it is envisioned that 6G may bring an unprecedent transformation of the wireless networks in comparison with previous generations, the necessity to develop analog and RF specialized technologies to address new frequency spectra will remain. In this paper, we review the development of PD-SOI CMOS and SiGe BiCMOS technologies addressing 5G RF Integrated Circuits (RFICs) and their evolutions for 6G.
虽然5G无线网络目前在全球范围内部署,但初步研究活动已经开始超越5G并概念化6G标准。尽管与前几代相比,预计6G可能会给无线网络带来前所未有的变革,但开发模拟和RF专用技术以应对新频谱的必要性仍将存在。在本文中,我们回顾了针对5G射频集成电路(rfic)的PD-SOI CMOS和SiGe BiCMOS技术的发展及其在6G中的演变。
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引用次数: 8
3D AND: A 3D Stackable Flash Memory Architecture to Realize High-Density and Fast-Read 3D NOR Flash and Storage-Class Memory 3D AND:实现高密度和快速读取的3D NOR闪存和存储级存储器的3D可堆叠闪存架构
Pub Date : 2020-12-12 DOI: 10.1109/IEDM13553.2020.9372101
H. Lue, Guan-Ru Lee, T. Yeh, T. Hsu, C. Lo, Cheng-Lin Sung, Wei-Chen Chen, Chiatze Huang, Kuan-Yuan Shen, Meng-Yen Wu, Pishan Tseng, Min-Feng Hung, C. Chiu, K. Hsieh, Keh-Chung Wang, Chih-Yuan Lu
We demonstrate a 3D stackable AND-type Flash memory architecture for high-density and fast-read non-volatile memory solution. The device is based on a gate-all-around (GAA) macaroni thin-body device, with two vertical buried diffusion lines by N+ doped poly plug to connect all memory cells in a parallel way to achieve 3D AND-type array. High sensing current >6uA enables fast Tread ~100ns like NOR Flash, while the structure can enable hundreds of stacked layers eventually. Large transistor ON/OFF ratio of >5 orders, >5V Vt memory window, 100K Endurance, read-disturb free property, and small RTN are demonstrated in our 3D architecture using the BE-MANOS charge-trapping device. This architecture is promising to realize high-density 3D NOR Flash and future storage-class memory (SCM).
我们展示了一种用于高密度和快速读取非易失性存储解决方案的3D可堆叠and型闪存架构。该器件基于栅极全能(GAA)通心粉薄体器件,用两条垂直埋置扩散线通过掺杂N+的聚塞将所有存储单元并联连接,实现3D and型阵列。>6uA的高传感电流可实现像NOR Flash一样的快进~100ns,而该结构最终可实现数百层堆叠。使用BE-MANOS电荷捕获装置,在我们的3D架构中演示了>5阶的大晶体管开/关比,>5V Vt存储窗口,100K耐久性,无读干扰特性和小RTN。该架构有望实现高密度3D NOR闪存和未来存储级存储器(SCM)。
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引用次数: 4
Low Temperature and Ion-Cut Based Monolithic 3D Process Integration Platform Incorporated with CMOS, RRAM and Photo-Sensor Circuits 基于低温和离子切割的单片3D工艺集成平台,集成了CMOS, RRAM和光传感器电路
Pub Date : 2020-12-12 DOI: 10.1109/IEDM13553.2020.9372102
Hoonhee Han, R. Choi, Seong-ook Jung, S. Chung, B. Cho, S. C. Song, C. Choi
We demonstrated low temperature (< 500 °C) and hydrogen ion-cut based monolithic 3D (M3D) process integration platform with CMOS circuits, memory devices and photo-sensitive sensors. Top Si layer was transferred on the 8-inch bottom Si substrate having standard CMOS circuits using hydrogen ion implantation, bonding and cleavage under low thermal annealing. Ta2O5-RRAM and a-IGZO photo detector devices on the upper transferred Si layer were vertically stacked with CMOS circuits. Bonding and top Si layer transfer are considerably affected by ion implantation process, ILD, surface treatment, oxide CMP and annealing. Different light intensity to photodetector at the upper layer modulates the frequency of current sensor with 21 stage ring- oscillator at the lower layer and current level in RRAM at the upper layer is also modulated by input frequency from CMOS devices. The functionalities of ion-cut based M3D integration platform are confirmed by higher frequency and current level with respect to light intensity.
我们展示了低温(< 500°C)和基于氢离子切割的单片3D (M3D)工艺集成平台,该平台具有CMOS电路,存储器件和光敏传感器。采用氢离子注入、低温退火键合和解理的方法,将顶部硅层转移到具有标准CMOS电路的8英寸底部硅衬底上。上层转移Si层的Ta2O5-RRAM和a-IGZO光电探测器器件与CMOS电路垂直堆叠。离子注入工艺、ILD、表面处理、氧化物CMP和退火对键合和顶部Si层转移有很大影响。上层光电探测器的不同光强调制下层21级环形振荡器电流传感器的频率,上层RRAM中的电流电平也由CMOS器件的输入频率调制。基于离子切割的M3D集成平台的功能通过相对于光强的更高频率和电流水平得到证实。
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引用次数: 3
Silicon compatible optical interconnect and monolithic 3-D integration 硅兼容光互连和单片三维集成
Pub Date : 2020-12-12 DOI: 10.1109/iedm13553.2020.9372100
K. Saraswat
While dimension scaling, introduction of new materials and novel device structures has enhanced the transistor performance, the opposite is true for the interconnects. Looking into the future the relentless scaling paradigm is threatened by the limits of copper/low-k interconnects. Thus, it is imperative to examine alternate interconnect schemes and explore possible advantages of novel potential candidates. Optical interconnects and three-dimensional (3-D) heterogeneous integration have emerged as potential candidates to mitigate the interconnect tyranny by providing lower power dissipation, improved communication bandwidth, and signal latency. This talk will focus on the most important devices and technologies for integration of these on the silicon platform.
虽然尺寸缩放、新材料和新器件结构的引入提高了晶体管的性能,但互连的情况恰恰相反。展望未来,铜/低k互连的限制将威胁到无情的扩展模式。因此,必须研究替代互连方案并探索新的潜在候选方案的可能优势。通过提供更低的功耗、改进的通信带宽和信号延迟,光互连和三维(3-D)异构集成已经成为缓解互连暴政的潜在候选者。本讲座将重点介绍在硅平台上集成这些器件的最重要的器件和技术。
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引用次数: 3
期刊
2020 IEEE International Electron Devices Meeting (IEDM)
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