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2023 IEEE International Memory Workshop (IMW)最新文献

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In-memory neural network accelerator based on phase change memory (PCM) with one-selector/one-resistor (1S1R) structure operated in the subthreshold regime 基于一选择器/一电阻(1S1R)结构的相变存储器(PCM)内存神经网络加速器工作在亚阈值区域
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145949
N. Lepri, P. Gibertini, P. Mannocci, A. Pirovano, I. Tortorelli, P. Fantini, D. Ielmini
In-memory computing (IMC) shows a disruptive potential for accelerating artificial intelligence (AI) in both inference and training tasks. Scalable IMC, however, requires novel memory technologies with extremely low current. Here we demonstrate ultra-low current matrix-vector multiplication (MVM) in a crosspoint array of phase change memory (PCM) and ovonic threshold switch (OTS) with one-selector/one-resistor (181R) structure operated in the subthreshold regime. Thanks to highly-uniform sub-$mu$A currents, the 181R PCM crosspoint array rejects parasitic IR drop across wires, enabling excellent scaling compared to other memory devices. Our simulation of a fullyconnected neural network (FCNN) with ternary weights indicates an accuracy of 98% for MNIST classification with an array size of 512x512, which strongly supports subthreshold-operated 181R crosspoint arrays for neural network inference accelerators.
内存计算(IMC)显示出在推理和训练任务中加速人工智能(AI)的颠覆性潜力。然而,可扩展的IMC需要具有极低电流的新型存储技术。在这里,我们展示了超低电流矩阵向量乘法(MVM)在相变存储器(PCM)和椭圆阈值开关(OTS)的交叉点阵列中,具有一个选择器/一个电阻(181R)结构,在亚阈值范围内工作。由于具有高度均匀的亚A电流,181R PCM交叉点阵列可抑制导线上的寄生IR下降,与其他存储器件相比,可实现出色的缩放。我们对具有三元权值的全连接神经网络(FCNN)的仿真表明,阵列大小为512x512的MNIST分类准确率为98%,这强烈支持用于神经网络推理加速器的亚阈值操作的181R交叉点阵列。
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引用次数: 1
Memory Window in Si:HfO2 FeRAM arrays: Performance Improvement and Extrapolation at Advanced Nodes Si:HfO2 FeRAM阵列中的内存窗口:高级节点的性能改进和外推
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145972
J. Laguerre, M. Bocquet, O. Billoint, S. Martin, J. Coignus, C. Carabasse, T. Magis, T. Dewolf, F. Andrieu, L. Grenouillet
The Memory Window (MW) of BEOL-integrated Si:HfO2-based 16kbit ITIC FeRAM arrays is shown to be significantly improved (×3) by etching the ferroelectric (FE) film of the Ferroelectric CAPacitor (FeCAP). To estimate the MW evolution in larger arrays at advanced technology nodes, a Preisach current-based compact model is developed, calibrated on measured FeCAP electrical characteristics and validated at various operating voltages. Electrical simulations of an elementary ITIC 16kbit FeRAM array-like structure using Siemens Eldo show that scaling the transistor (1T) at advanced technology nodes can be beneficial for the MW. FE film thickness reduction below 10nm will also be requested for low voltage applications.
通过刻蚀铁电电容器(FeCAP)的铁电(FE)膜,表明beol集成的基于Si: hfo2的16kbit ITIC FeRAM阵列的记忆窗口(MW)得到了显著改善(×3)。为了估计先进技术节点上较大阵列的MW演变,开发了基于Preisach电流的紧凑模型,根据测量的FeCAP电气特性进行校准,并在各种工作电压下进行验证。使用西门子Eldo对ITIC 16kbit FeRAM阵列结构进行的电气模拟表明,在先进技术节点上缩放晶体管(1T)对MW有利。低电压应用也要求FE薄膜厚度降低到10nm以下。
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引用次数: 0
Vertical Channel Transistor (VCT) as Access Transistor for Future 4F2 DRAM Architecture 垂直通道晶体管(VCT)作为未来4F2 DRAM架构的接入晶体管
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145977
Daohuan Feng, Yi Jiang, Yunsong Qiu, Yuhong Zheng, Harry Kim, Jaewoo Kim, Jian Chu, Guangsu Shao, Yucheng Liao, Cheng-Jer Yang, Minrui Hu, Wenli Zhao, Linjiang Xia, Jianfeng Xiao, Di Ma, Yuan Cheng, Xiangbo Kong, Chao Lin, Tianming Li, Yongjie Li, Jingheng Meng, K. Shao, Yan Wang, Xiaoan Yang, Xiang Liu, Qinghua Han, Huiming Li, Yanzhe Tang, Mingde Liu, Eric Wu, Xiaopeng Li, Renrui Huang, Mingtang Zhang, Long Hou, Xuan Pan, Xinwen Jin, Shuiping Zhao, D. Han, Ted C. Park, Deyuan Xiao, Chao Zhao, A. Yoo
In this work, a novel 4F2 VCT (vertical channel transistor) targeting for next generation of DRAM is proposed. We approached process feasibility and device performance of $mathbf{4 F}^{2}$ VCT by TCAD simulation. Detailed processes such as BL (bit line) and WL (word line) loop have also been discussed to achieve lx node VCT DRAM. For the first time, silicon demonstration for $8mathrm{~Gb}$ full array VCT with density as high as $198 mathrm{Mbit}/mathrm{mm}^{2}$ is successfully realized. Besides, we also demonstrated standard switching behavior of VCT access transistor with reasonable device performance.
在这项工作中,提出了一种针对下一代DRAM的新型4F2 VCT(垂直沟道晶体管)。通过TCAD仿真分析了$mathbf{4 F}^{2}$ VCT的工艺可行性和器件性能。详细的过程,如BL(位线)和WL(字线)循环也讨论了实现lx节点VCT DRAM。首次成功实现了密度高达$198 mathm {Mbit}/ mathm {mm}^{2}$的$8 mathm {~Gb}$全阵列VCT的硅演示。此外,我们还演示了具有合理器件性能的VCT接入晶体管的标准开关行为。
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引用次数: 0
Distributed Cycling in Charge Trap-Based 3D NAND Arrays: Model and Qualification Tests Implications 基于电荷阱的3D NAND阵列中的分布式循环:模型和资格测试含义
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145969
G. Nicosia, Niccolò Righetti, Yingda Dong
In this work, we present the first electrical characterization and modeling of the impact on long-term data retention of distributed cycling in charge trap (CT) 3D NAND arrays. Dependence on Program/Erase cycling conditions of trapassisted tunneling (TAT), charge detrapping, and lateral charge migration (LCM) are experimentally evaluated and modeled. It is demonstrated that post-cycling TAT degradation depends only on the overall cycling dose and not on cycling temperature nor on the delays in-between each Program/Erase operation. On the other hand, charge detrapping follows the same time and temperature dynamics as the ones observed in floating-gate NAND arrays. Finally, LCM is observed to improve with increasing cycling dose and cycling temperature but to be negligibly dependent on the cycling duration. Results are a cornerstone in designing accelerated cycling tests for CT 3D NAND arrays qualification.
在这项工作中,我们首次提出了电荷阱(CT) 3D NAND阵列中分布式循环对长期数据保留影响的电学表征和建模。对陷阱辅助隧道(TAT)、电荷脱陷和侧向电荷迁移(LCM)的依赖程序/擦除循环条件进行了实验评估和建模。结果表明,循环后的TAT降解仅取决于总循环剂量,而不取决于循环温度,也不取决于每次Program/Erase操作之间的延迟。另一方面,电荷脱陷遵循与在浮动门NAND阵列中观察到的相同的时间和温度动力学。最后,观察到LCM随循环剂量和循环温度的增加而改善,但与循环时间的相关性可以忽略不计。结果是设计CT 3D NAND阵列认证加速循环测试的基石。
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引用次数: 1
Effect of High-Temperature Bake on RTN Statistics in Floating Gate Flash Memory Arrays 高温烘烤对浮栅闪存阵列RTN统计的影响
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145950
V. Markov, G. Festes, L. Schneider, S. Lemke, S. Jourba, A. Kotov
The impact of high-temperature (HT) bake on random telegraph noise (RTN) statistics in floating gate (FG) flash memory arrays was studied. It was found that HT bake of the memory array set in erase state can effectively suppress RTN previously induced by HT bake of the memory array set in program state. Since program and erase states are characterized by negatively and positively charged FG respectively, the FG potential plays a crucial role in the direction of the RTN intensification or alleviation. The effect of HT bake on RTN was extensively analyzed as a function of the FG potential, bake temperature, and bake duration. By alternating HT bakes of the memory arrays in program and erase states, we observed a reversible switching of the RTN traps between active and inactive modes. This behavior suggests that the RTN traps in our biastemperature stress experiments were not newly generated but rather originated ones from the pre-existed defect precursors in FG oxide.
研究了高温烘烤对浮栅(FG)闪存阵列随机电报噪声统计量的影响。结果表明,对处于擦除状态的存储阵列进行高温烘烤,可以有效抑制由程序状态的存储阵列进行高温烘烤引起的RTN。由于程序态和擦除态分别以带负电和带正电的FG为特征,因此FG电位在RTN增强或减弱的方向上起着至关重要的作用。我们广泛分析了高温烘烤对RTN的影响与FG电位、烘烤温度和烘烤时间的关系。通过在程序和擦除状态下交替高温烘烤存储阵列,我们观察到RTN陷阱在激活和非激活模式之间的可逆切换。这一行为表明,在我们的双温应力实验中,RTN圈闭不是新产生的,而是由氧化FG中已经存在的缺陷前体形成的。
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引用次数: 0
A Simulation Study of Scaling Capability toward 10nm for the 3D Stackable Gate-Controlled Thyristor (GCT) DRAM Device 三维可堆叠门控晶闸管(GCT) DRAM器件向10nm缩放能力的仿真研究
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145823
Wei-Chen Chen, H. Lue, T. Hsu, Keh-Chung Wang, Chih-Yuan Lu
Planar 1T1C DRAM has encountered numerous challenges as it reaches beyond $1 mathrm{z}-mathrm{nm}$ node. The daunting task of manufacturing a low-leakage access transistor and high aspectratio capacitor necessitates a disruptive technology to continue the relentless scaling path similar to the migration of $2 D$ to $3 D$ NAND. In this work, we will touch up on the scaling difficulties associated with 2D 1T1C DRAM and then examine the possible options of 3D DRAM, including flipped 1T1C DRAM, 2T0C gain-cell DRAM, and 3D stackable gate-controlled-thyristor (GCT) DRAM. We will show that the capacitor-less GCT DRAM, which shares the architectural features of CMOS nanosheet and 3D NAND, possesses good potential of realizing a truly 3D stackable structure. Furthermore, the scaling capability toward $10 mathrm{~nm}$ of such GCT device is verified by TCAD simulation when the channel length and width are downscaled simultaneously. Meanwhile, the gate oxide thickness thinning is unnecessary because the thyristor operation principles are different from the MOSFET. The simulated $mathrm{Lch} / mathrm{Wch}=10 mathrm{~nm}$ GCT device can well preserve $gt 2 mathrm{~V}$ hysteresis memory window, large read current ON/OFF ratio of $gt 1 E 8$, and $110 mu mathrm{A}$ sensing current window, paving a way for aggressive $X / Y$ pitch scaling for the $3 D$ stackable DRAM device.
Planar 1T1C DRAM在突破$1 mathm {z}- mathm {nm}$节点时遇到了许多挑战。制造低泄漏接入晶体管和高散射比电容器的艰巨任务需要一种颠覆性技术来继续持续不断的缩放路径,类似于从2d到3d NAND的迁移。在这项工作中,我们将详细介绍与2D 1T1C DRAM相关的缩放困难,然后研究3D DRAM的可能选择,包括翻转1T1C DRAM, 2T0C增益单元DRAM和3D可堆叠门控晶闸管(GCT) DRAM。我们将证明无电容GCT DRAM具有CMOS纳米片和3D NAND的架构特征,具有实现真正的3D可堆叠结构的良好潜力。此外,通过TCAD仿真验证了该GCT器件在通道长度和宽度同时缩小的情况下,对$10 mathm {~nm}$的缩放能力。同时,由于晶闸管的工作原理与MOSFET不同,栅极氧化物厚度的减薄是不必要的。模拟的$ mathm {Lch} / mathm {Wch}=10 mathm {~nm}$ GCT器件可以很好地保留$ mathm {~V}$滞后内存窗口、$ mathm {~V}$大的读电流ON/OFF比$gt 1 e8 $和$110 mu mathm {A}$感应电流窗口,为$ 3d $可堆叠DRAM器件的积极的$X / Y$间距缩放铺平了道路。
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引用次数: 0
Demonstration of SMT-reflow Immune and SCA-resilient PUF on 28nm RRAM device array smt -回流免疫和sca弹性PUF在28nm RRAM器件阵列上的演示
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145993
V. Parmar, Sandeep Kaur Kingra, Deepak Verma, Digamber Pandey, G. Piccolboni, A. Bricalli, A. Regev, G. Pares, L. Grenouillet, J. Nodin, M. Suri
We demonstrate 16kB RRAM PUF (Physically Un-clonable Function) arrays with excellent immunity to hightemperature SMT (surface mount technology) -reflow process and resilience against modern Machine-Learning (ML) based sidechannel attacks (SCA). Robust PUF operation is experimentally demonstrated on two optimized 2T-2R CMOS-RRAM designs (28 nm and 130 nm). We exploit forming voltage variability coupled with a dedicated novel programming scheme to extract unique PUF signatures. Fabricated arrays exhibit excellent performance in terms of speed, data retention and memory window. Extracted PUF signatures satisfy NIST (800-90B) tests showing extremely narrow distribution for hamming weight across multiple dies. Resilience against modern ML-SCA is achieved by introducing a secondary low energy HRS (high-resistance state) programming step and RRAM device stack-engineering. Proposed work is one of the first demonstrations for SMT-reflow immunity in context of PUF designs highlighting the high tolerance of the PUF signature to temperatures as high as 200 °C.
我们展示了16kB RRAM PUF(物理不可克隆功能)阵列,具有对高温SMT(表面贴装技术)回流过程的优异免疫能力和对现代机器学习(ML)的侧通道攻击(SCA)的弹性。在两种优化的2T-2R CMOS-RRAM设计(28 nm和130 nm)上实验证明了稳健的PUF操作。我们利用形成电压的可变性以及专用的新颖编程方案来提取独特的PUF签名。合成阵列在速度、数据保留和内存窗口方面表现出优异的性能。提取的PUF特征满足NIST (800-90B)测试,显示多个模具的汉明重量分布非常窄。通过引入次级低能量HRS(高阻状态)编程步骤和RRAM器件堆栈工程,实现了对现代ML-SCA的弹性。提出的工作是PUF设计背景下smt回流抗抗性的首批演示之一,突出了PUF特征对高达200°C温度的高耐受性。
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引用次数: 0
Benefits of Design Assist Techniques on Performances and Reliability of a RRAM Macro 设计辅助技术对RRAM宏的性能和可靠性的好处
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145984
B. Giraud, S. Ricavy, Yasser Moursy, C. Laffond, I. Sever, V. Gherman, M. Pezzin, F. Lepin, M. Diallo, K. Zenati, S. Dumas, M. Vershkov, A. Bricalli, G. Piccolboni, J. Noël, A. Samir, G. Pillonnet, Y. Thonnart, G. Molas
This paper presents different design assist techniques and demonstrates their impact on enhancing the intrinsic RRAM performance. We show that the read-beforewrite, current-limitation and write-termination techniques reduce by -47%, -56% and-13% the power consumption during the writing process, respectively. Combined with write verification and error correction code, the overall improvements are 87% in energy saving and -55% on access time. Based on representative RRAM macro (130nm CMOS), statistic (128kb) and endurance (1M cycles) characterizations, this works contributes to accelerate RRAM industrial adoption by highlighting the design-technology co-optimization contribution.
本文介绍了不同的设计辅助技术,并论证了它们对提高RRAM固有性能的影响。我们表明,写前读、电流限制和写终止技术在写过程中分别降低了-47%、-56%和-13%的功耗。结合写验证和纠错码,总体节能87%,访问时间-55%。基于代表性的RRAM宏(130nm CMOS),统计(128kb)和续航(1M周期)特性,该工作通过突出设计技术协同优化的贡献,有助于加速RRAM的工业应用。
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引用次数: 2
Demonstration of multilevel multiply accumulate operations for AiMC using engineered a-IGZO transistors-based 2T1C gain cell arrays 使用基于工程a-IGZO晶体管的2T1C增益单元阵列演示AiMC的多级乘法累积操作
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145946
S. Subhechha, S. Cosemans, A. Belmonte, N. Rassoul, S. H. Sharifi, P. Debacker, D. Verkest, R. Delhougne, G. Kar
We report on the first demonstration of multilevel multiply accumulation operations in 2TlC cell arrays based on amorphous IGZO TFTs for efficient analog in memory compute (AiMC) implementation. Device designs for the read and write transistors to meet the target specifications are discussed and implemented. Multilevel operations are realized thanks to the long retention time enabled by the ultra-low offcurrent (<1.5× 1$0^{-19}$A/$mu$m) of the a-IGZO TFTs.
我们报告了基于非晶IGZO TFTs的2TlC细胞阵列中多级乘法积累操作的首次演示,用于高效的内存模拟计算(AiMC)实现。讨论并实现了满足目标规格的读写晶体管的器件设计。由于A - igzo TFTs的超低电流(<1.5× 1$0^{-19}$A/$mu$m),使得保持时间长,从而实现了多电平操作。
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引用次数: 0
Enabling 3D NAND Trench Cells for Scaled Flash Memories 为缩放闪存启用3D NAND沟槽单元
Pub Date : 2023-05-01 DOI: 10.1109/IMW56887.2023.10145992
S. Rachidi, S. Ramesh, L. Breuil, Z. Tao, D. Verreck, G. Donadio, A. Arreghini, G. V. D. Bosch, M. Rosmeulen
3D Trench cells with a vertical flat channel have been proposed to increase the cell density over 3D NAND gate-all-around (GAA). In this work, we investigate the device characteristics of Trench cells. In absence of curvature, Trench cells exhibit inferior program and erase in comparison to a GAA reference. However, the memory window of Trench cells is significantly improved with channel width scaling, gate stack engineering and metal gate integration. This study also provides a basis for design and fabrication of future ultradense 3D NAND memories based on the Trench architecture.
为了提高三维NAND栅极全能(GAA)的密度,提出了具有垂直平坦通道的三维沟槽单元。在这项工作中,我们研究了沟槽电池的器件特性。在没有曲率的情况下,沟槽细胞表现出较差的程序和擦除,与GAA参考相比。然而,沟槽单元的记忆窗口通过通道宽度缩放、栅极堆叠工程和金属栅极集成得到显著改善。该研究也为未来基于Trench架构的超密集3D NAND存储器的设计和制造提供了基础。
{"title":"Enabling 3D NAND Trench Cells for Scaled Flash Memories","authors":"S. Rachidi, S. Ramesh, L. Breuil, Z. Tao, D. Verreck, G. Donadio, A. Arreghini, G. V. D. Bosch, M. Rosmeulen","doi":"10.1109/IMW56887.2023.10145992","DOIUrl":"https://doi.org/10.1109/IMW56887.2023.10145992","url":null,"abstract":"3D Trench cells with a vertical flat channel have been proposed to increase the cell density over 3D NAND gate-all-around (GAA). In this work, we investigate the device characteristics of Trench cells. In absence of curvature, Trench cells exhibit inferior program and erase in comparison to a GAA reference. However, the memory window of Trench cells is significantly improved with channel width scaling, gate stack engineering and metal gate integration. This study also provides a basis for design and fabrication of future ultradense 3D NAND memories based on the Trench architecture.","PeriodicalId":153429,"journal":{"name":"2023 IEEE International Memory Workshop (IMW)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122611420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
2023 IEEE International Memory Workshop (IMW)
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