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An experimental comparison of interface trap density in hafnium oxide-based FeFETs 氧化铪基fet中界面阱密度的实验比较
Pub Date : 2023-10-31 DOI: 10.1016/j.memori.2023.100091
Chaiwon Woo , Yannick Raffel , Ricardo Olivo , Konrad Seidel , Aleksander Gurlo

In recent years, there has been significant progress in the development of high-κ materials in the semiconductor industry. Given that the contact between the channel and the electrode has a crucial impact on reliability, the selection of electrode materials and their deposition technology is an area that requires extensive research. Additionally, interface trap density has long played a critical role in determining the reliability of field-effect transistors (FETs). Therefore, this paper presents the results of interface trap density in high-κ FETs obtained using 2-level and 3-level charge pumping methods. Measurements were conducted on a 10 nm oxide thickness n-doped silicon substrate using native k materials such as silicon and zirconium-doped hafnium oxide. The results demonstrate that chlorine-based HfO2 oxide with zirconium doping exhibits the lowest interface defects.

近年来,半导体工业中高κ材料的开发取得了重大进展。鉴于通道与电极之间的接触对可靠性有至关重要的影响,电极材料的选择及其沉积技术是一个需要广泛研究的领域。此外,界面陷阱密度长期以来在决定场效应晶体管(fet)的可靠性方面起着关键作用。因此,本文给出了使用2能级和3能级电荷泵送方法获得的高κ场效应管界面陷阱密度的结果。使用天然k材料(如硅和锆掺杂的氧化铪)在10 nm氧化厚度的氮掺杂硅衬底上进行了测量。结果表明,掺杂锆的氯基氧化氢具有最低的界面缺陷。
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引用次数: 0
Circuit simulation of floating-gate FET (FGFET) for logic application 浮栅场效应管(FGFET)电路仿真的逻辑应用
Pub Date : 2023-10-20 DOI: 10.1016/j.memori.2023.100090
Yunjae Kim , Hyoungsoo Kim , Jongwook Jeon , Seungjae Baik , Myounggon Kang

In this study, a floating-gate field-effect transistor (FGFET) structure is proposed and verified through simulations. Current memory devices often rely on the von Neumann architecture which suffers from von Neumann bottleneck. The proposed FGFET is not vulnerable to the von Neumann bottleneck because the memory cell and process unit do not function separately. FGFET is composed with Sensor FET(SFET) and Vertical FET(VFET), which can form a memory node with connection of each part. Moreover, the advantage of FGFET is that the conventional CMOS process can be used. In this regard, the developed FGFET using the existing CMOS process shows that the circuit size, power consumption, and operation delay are significantly reduced compared to a conventional logic circuit. Furthermore, various circuit simulations comprising the proposed FGFET, such as an inverter and NAND/NOR gate, are performed, highlighting the advantages of the proposed FGFET. This study lays the foundation for using a CMOS-based memory logic integrated device and architecture for alleviating the von Neumann bottleneck.

本文提出了一种浮栅场效应晶体管(FGFET)结构,并进行了仿真验证。当前的存储设备通常依赖于冯·诺依曼架构,而这种架构存在冯·诺依曼瓶颈。所提出的FGFET不容易受到冯诺依曼瓶颈,因为存储单元和处理单元不单独工作。FGFET由传感器场效应管(Sensor FET)和垂直场效应管(Vertical FET)组成,可以形成一个存储节点,并将各部分连接起来。此外,FGFET的优点是可以使用传统的CMOS工艺。在这方面,使用现有CMOS工艺开发的FGFET表明,与传统逻辑电路相比,电路尺寸,功耗和操作延迟显着降低。此外,还进行了各种电路仿真,包括所提出的FGFET,如逆变器和NAND/NOR门,突出了所提出的FGFET的优点。本研究为使用基于cmos的存储逻辑集成器件和架构来缓解冯诺依曼瓶颈奠定了基础。
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引用次数: 0
Bio-inspired artificial synapses: Neuromorphic computing chip engineering with soft biomaterials 仿生人工突触:软生物材料的神经形态计算芯片工程
Pub Date : 2023-10-18 DOI: 10.1016/j.memori.2023.100088
Tanvir Ahmed

In the context of neuromorphic computing chip engineering, this review paper explores the area of bio-inspired artificial synapses with a focus on the incorporation of soft biomaterials. Soft biomaterials, including biocompatible hydrogels and organic polymers, have definite advantages in resembling the soft and dynamic properties of biological synapses. The article gives a general review of neuromorphic computing while emphasizing the shortcomings of traditional von Neumann architectures in terms of emulating the functions of the brain in computing. It highlights the artificial synaptic design concepts, including synaptic plasticity and energy efficiency. Spike-timing-dependent plasticity, synaptic weight modulation, and low-power operation can all be incorporated into these synapses thanks to the use of soft biomaterials. Inkjet printing, self-assembly methods, and electrochemical deposition are only a few of the technical techniques covered in this article for creating artificial synapses that are inspired by biological structures. These methods enable accurate biomaterial patterning and deposition, enabling the construction of complex neural networks on neuromorphic circuits. The research also emphasizes possible uses of bio-inspired artificial synapses in robotics, prosthetics, and cognitive computing. Soft biomaterials' capacity to mimic the synaptic activity of the brain creates new opportunities for effective and clever computing systems. In summary, this review paper succinctly outlines the incorporation of soft biomaterials into artificial synapses that are inspired by biological structures for neuromorphic computing chip fabrication. It analyzes production methods, highlights the value of synaptic plasticity and energy efficiency, and examines prospective applications. The development of new computing paradigms and the creation of extremely effective and brain-like computer systems are both significantly impacted by this research.

在神经形态计算芯片工程的背景下,本文探讨了生物启发的人工突触领域,重点是软生物材料的结合。软生物材料,包括生物相容性水凝胶和有机聚合物,在类似生物突触的柔软和动态特性方面具有一定的优势。本文对神经形态计算进行了综述,同时强调了传统冯·诺依曼体系结构在模拟大脑计算功能方面的不足。它强调了人工突触的设计理念,包括突触可塑性和能量效率。由于使用了柔软的生物材料,依赖于尖峰时间的可塑性、突触重量调节和低功率操作都可以融入这些突触中。喷墨打印、自组装方法和电化学沉积只是本文中涉及的受生物结构启发创建人工突触的少数技术。这些方法能够实现精确的生物材料图案化和沉积,从而能够在神经形态回路上构建复杂的神经网络。该研究还强调了仿生人工突触在机器人、假肢和认知计算中的可能用途。软生物材料模拟大脑突触活动的能力为有效和智能的计算系统创造了新的机会。总之,这篇综述论文简要概述了受神经形态计算芯片制造的生物结构的启发,将软生物材料纳入人工突触。它分析了生产方法,强调了突触可塑性和能量效率的价值,并考察了潜在的应用。新计算范式的发展和极其有效的类脑计算机系统的创建都受到了这项研究的重大影响。
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引用次数: 0
Building an IoT temperature and humidity forecasting model based on long short-term memory (LSTM) with improved whale optimization algorithm 利用改进的whale优化算法构建基于长短期记忆(LSTM)的物联网温湿度预测模型
Pub Date : 2023-10-13 DOI: 10.1016/j.memori.2023.100086
Mustafa Wassef Hasan

In particular, predicting the temperature and humidity information plays a crucial role in plantation, estimating rainfalls and climate change, and predicting air quality via specified geographical regions. The temperature and humidity forecasting information is occasionally presented with low accuracy due to uncertain techniques and vast methods that employ different sensors and models. For this reason, this work proposes an Internet of Things (IoT) temperature and humidity forecasting model based on an improved whale optimization algorithm with long short-term memory (IWOA-LSTM) technique. To increase the convergence speed processing time and overcome the local optimization problem, the IWOA is introduced. The number of hidden layers, learning rate momentum, and weight decay of the LSTM optimized using the IWOA. The actual temperature and humidity data are collected using DHT11 and ESP8266 NodeMCU practical model and processed using the ThingSpeak platform. The processing data stage depends on filling the missing data gaps using the rolling average technique (RAT). The performance evaluation of the proposed IWOA-LSTM forecasting model is assessed using some statistical functions, namely known as mean square error, mean absolute error, root mean square error, and mean absolute percentage error. The IWOA-LSTM techniques were also assessed using throughput, latency, and power consumption. The developed IWOA-LSTM model shows high accuracy, leading to better forecasting information than other forecasting models.

特别是,预测温度和湿度信息在种植园、估计降雨量和气候变化以及通过特定地理区域预测空气质量方面发挥着至关重要的作用。由于使用不同传感器和模型的不确定技术和大量方法,温度和湿度预测信息有时会以低精度呈现。因此,本文提出了一种基于改进的长短期记忆鲸鱼优化算法(IWOA-LSTM)技术的物联网(IoT)温湿度预测模型。为了增加收敛速度和处理时间,克服局部优化问题,引入了IWOA。使用IWOA优化的LSTM的隐藏层数量、学习速率动量和权重衰减。使用DHT11和ESP8266 NodeMCU实用模型采集实际温度和湿度数据,并使用ThingSpeak平台进行处理。处理数据阶段取决于使用滚动平均技术(RAT)来填充缺失的数据间隙。使用一些统计函数来评估所提出的IWOA-LSTM预测模型的性能评估,即均方误差、均绝对误差、均方根误差和均绝对百分比误差。IWOA-LSTM技术还使用吞吐量、延迟和功耗进行了评估。所开发的IWOA-LSTM模型显示出高精度,比其他预测模型提供了更好的预测信息。
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引用次数: 0
Structural, optical, and electrical characteristics of Ge18Bi4Se78 chalcogenide glass for optoelectronic applications 用于光电子应用的Ge18Bi4Se78硫族化物玻璃的结构、光学和电学特性
Pub Date : 2023-10-12 DOI: 10.1016/j.memori.2023.100085
S.K. Mohamed, M.M. Abd El-Raheem, M.M. Wakkad, A.M. Abdel Hakeeam, H.F. Mohamed

The melt quenching and thermal evaporation techniques were used to produce the chalcogenide glass Ge18Bi4Se78 powder and thin film samples, respectively. The as-deposited and annealed thin films at (180, 200, 300, 320 °C) are characterized by X-ray diffractometer and scanning electron microscopy. The Urbach tail energy Eu and the optical energy gap Eop are investigated. As well, the Swanepoel method revealed that the refractive index exhibited normal dispersion behavior. In addition, the single oscillator, dispersion energies, the lattice dielectric constant, εL, plasma frequency, ωp, and optical conductivity, σop were all examined. The electrical conductivity and the activation energies for as-deposited and annealed thin films were calculated. Whereas the J-E properties of the as-deposited and annealed films indicated varied ranges of negative differential conductance NDC depending on the annealing temperatures.

采用熔融淬火和热蒸发技术分别制备了硫族化物玻璃Ge18Bi4Se78粉末和薄膜样品。用X射线衍射仪和扫描电子显微镜对在(180200300320°C)下沉积和退火的薄膜进行了表征。研究了Urbach尾能Eu和光学能隙Eop。同样,Swanepoel方法显示折射率表现出正常的色散行为。此外,还考察了单振子、色散能、晶格介电常数εL、等离子体频率ωp和光学电导率σop。计算了沉积态和退火态薄膜的电导率和活化能。而沉积态和退火态膜的J-E性质表明,负微分电导NDC的范围随着退火温度的变化而变化。
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引用次数: 0
Circuit design of a three-stage CMOS amplifier by circuit theory and analysis miller compensation network 用电路理论和分析米勒补偿网络设计三级CMOS放大器
Pub Date : 2023-10-12 DOI: 10.1016/j.memori.2023.100084
Ilghar Rezaei , Ali Soldoozy , Amir Ali Mohammad Khani , Ali Biabanifard

This paper establishes a single Miller capacitor-based frequency compensation network for a three-stage amplifier. Nodal equations are solved symbolically and a linear transfer function is obtained. Poles and zeros formulations are extracted while circuit-level implementation is suggested and simulated using 0.18 μm CMOS technology. The compensation network shares the Miller capacitor at two negative loops simultaneously leading to improving frequency response. According to the simulation results, theoretical linear calculations are in acceptable agreement. The proposed amplifier shows 115 dB, 151 MHz, and 55 as DC gain, GBW, and PM respectively while consuming 320 μW as power dissipation.

本文为三级放大器建立了一个基于单个米勒电容器的频率补偿网络。对节点方程进行了符号化求解,得到了一个线性传递函数。提取了极点和零点公式,提出了电路级的实现方案,并使用0.18μm CMOS技术进行了仿真。补偿网络在两个负环路上共享米勒电容器,从而提高频率响应。根据仿真结果,理论线性计算结果符合要求。该放大器的直流增益分别为115 dB、151 MHz和55,功耗为320μW。
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引用次数: 1
Digital-logic assessment of junctionless twin gate trench channel (JL-TGTC) MOSFET for memory circuit applications 用于存储电路应用的无连接双栅沟槽沟道(JL-TGTC)MOSFET的数字逻辑评估
Pub Date : 2023-10-11 DOI: 10.1016/j.memori.2023.100087
Ajay Kumar , Neha Gupta , Aditya Jain , Rajeev Gupta , Bharat Choudhary , Kaushal Kumar , Amit Kumar Goyal , Yehia Massoud

In this paper, Junctionless Twin Gate Trench Channel (JL-TGTC) MOSFET with individual gate control is realized. The device gives full functionality of 2-input digital ‘AND’ and ‘NAND’ logics. The simulation depicts the results in the form of various parameters such as cutoff current, transfer characteristics, and potential profiles. All the simulations regarding device structure and functionality are done on TCAD. This new type of MOS device has improved applicability in low-voltage digital electronics such as sequential circuits etc.

本文实现了具有独立栅极控制的无连接双栅极沟槽沟道(JL-TGTC)MOSFET。该设备提供2输入数字“与”和“与非”逻辑的全部功能。模拟以各种参数的形式描述了结果,如截止电流、传输特性和电势分布。所有关于设备结构和功能的模拟都是在TCAD上完成的。这种新型MOS器件提高了在时序电路等低压数字电子器件中的适用性。
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引用次数: 0
A study of ZnO doped PDMS towards boosting of triboelectric energy harvester performance ZnO掺杂PDMS提高摩擦电能采集器性能的研究
Pub Date : 2023-10-07 DOI: 10.1016/j.memori.2023.100082
Hitesh Kr Sharma , Vijay Janyani , D. Boolchandani , Atul Kr Sharma

In this article, a study of ZnO doping in poly-dimethyl-siloxane (PDMS) polymer, which is used as one tribo layer in tribo-electric energy harvesters (TEG) is corroborated to enhance the electrical properties, open circuit voltage (Voc)and short circuit current (ISC). A parallel plate device configuration of metal-to-dielectric approach is carried out making use of copper as metal and PDMS polymer with ZnO doping as a dielectric film. The double sided copper tape of 99.99 % purity and 60 μm thickness is used to realize the top tribo layer whiledielectric PDMS polymer film with ZnO doping of 8 wt%, 13 wt%, and 18 wt% is spin coated at 1000 rpm on single side copper coated FR4 substrate to make the bottom tribo-electic layer. The mechanical force is applied in tapping mode on top layer by Universal Testing Machine (UTM). The prototype device is characterized by Agilent DSO, which revealed peak output voltage of 15 V, 20 V, 30 V, and 41 V and peak-to-peak output voltage 38 V, 50 V, 60 V, and 69 V in pure PDMS, PDMS+8 % ZnO, PDMS+13 % ZnO, and PDMS+18 % ZnO respectively. The output peak current is obtained 9 nA, 20 nA, 30 nA, and 32 nA and peak-to-peak current 31 nA, 49 nA, 51 nA, and 60 nA respectively. The performance of ZnO doped PDMS TEG has increased adequately, up to 68.44 % Of Voc and 71.87 % of Isc.with respect to pure PDMS. A scanning electron microscope (SEM) is used to confirm polymer film morphology and ZnO doping percentage in PDMS is validatedby energy dispersive X-ray spectroscopy.

本文证实了在摩擦电能采集器(TEG)中用作一个摩擦层的聚二甲基硅氧烷(PDMS)聚合物中掺杂ZnO可以提高电性能、开路电压(Voc)和短路电流(ISC)。利用铜作为金属和掺杂ZnO的PDMS聚合物作为介电膜,实现了金属对电介质方法的平行板器件配置。使用纯度为99.99%、厚度为60μm的双面铜带来实现顶部摩擦层,同时在单面铜涂层的FR4基板上以1000rpm的转速旋涂ZnO掺杂为8wt%、13wt%和18wt%的PDMS聚合物电膜以形成底部摩擦电层。通过通用试验机(UTM)在顶层上以轻敲模式施加机械力。原型器件由安捷伦DSO表征,其在纯PDMS、PDMS+8%ZnO、PDMS+13%ZnO和PDMS+18%ZnO中分别显示15V、20V、30V和41V的峰值输出电压和38V、50V、60V和69V的峰间输出电压。输出峰值电流分别为9nA、20nA、30nA和32nA,峰间电流分别为31nA、49nA、51nA和60nA。相对于纯PDMS,ZnO掺杂的PDMS TEG的性能已经充分提高,达到Voc的68.44%和Isc的71.87%。用扫描电子显微镜(SEM)证实了聚合物膜的形貌,并用能量色散X射线光谱法验证了ZnO在PDMS中的掺杂率。
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引用次数: 0
Impact on DC and analog/RF performances of SOI based GaN FinFET considering high-k gate oxide 考虑高k栅氧化物对SOI基GaN FinFET直流和模拟/RF性能的影响
Pub Date : 2023-10-01 DOI: 10.1016/j.memori.2023.100079
Vandana Singh Rajawat , Ajay Kumar , Bharat Choudhary

This paper suggests an analysis of SOI-based GaN FinFET that considers high-k gate oxide into account. The effect of using SOI substrate and a high-k dielectric layer on ON current, OFF current, electric field, electron mobility, conduction & valence band energy, and subthreshold swing is reported. All these parameters are analyzed and compared with bulk GaN FinFET and Si FinFET. We achieve better ON current, faster speed, and more minor subthreshold swing, reducing the short channel effects. A shallow OFF current is obtained because of bulk conduction in the GaN channel area, which the gate can deplete. Several RF/analog metrics are also noted, including transconductance (gm), cut-off frequency (fT), transconductance frequency product (TFP), and transconductance generation factor (TGF), and comparison with Bulk GaN FinFET and Si FinFET is presented. Finally, the linearity metrics like 2nd and 3rd-order voltage intercept points, IIP3, and 1-dB compression point is extracted. Compared to the other two structures, the suggested structure exhibits advantageous DC and RF/analog performances. A comparison of different Figures of Merits (FoMs) for the suggested device with previously published literature is also given.

本文提出了一种考虑高k栅极氧化物的SOI基GaN FinFET的分析方法。研究了SOI衬底和高介电常数介电层对导通电流、截止电流、电场、电子迁移率、导通特性的影响;价带能量和亚阈值摆动。对所有这些参数进行了分析,并与体GaN FinFET和Si FinFET进行了比较。我们实现了更好的ON电流、更快的速度和更小的亚阈值摆动,减少了短通道效应。由于栅极可能耗尽的GaN沟道区域中的体导电,获得了浅截止电流。还注意到几个RF/模拟度量,包括跨导(gm)、截止频率(fT)、跨导频率乘积(TFP)和跨导生成因子(TGF),并与Bulk GaN FinFET和Si FinFET进行了比较。最后,提取线性度量,如二阶和三阶电压截点、IIP3和1-dB压缩点。与其他两种结构相比,所提出的结构表现出有利的DC和RF/模拟性能。还将建议装置的不同优缺点(FoM)与先前发表的文献进行了比较。
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引用次数: 0
Toolflow for the algorithm-hardware co-design of memristive ANN accelerators 忆阻神经网络加速器算法硬件协同设计的工具流
Pub Date : 2023-10-01 DOI: 10.1016/j.memori.2023.100066
Malte Wabnitz, Tobias Gemmeke

The capabilities of artificial neural networks are rapidly evolving, so are the expectations for them to solve ever more challenging tasks in numerous everyday situations. Larger, more complex networks and the need to execute them efficiently on edge devices are the two counteracting requirements of this trend. Novel devices and computation techniques show promising characteristics to address this challenge. A huge design space covering different combinations of neural networks and hardware architectures using these technologies needs to be explored. An efficient design flow is, therefore, crucial for a good quality of service. This work reviews a wide range of simulation tools for novel memristive devices and analyzes their applicability for the design space exploration. A modular toolflow is proposed that shrinks down the large design space step-by-step using state-of-the-art optimization techniques and builds upon existing tools to find the best trade-offs between network accuracy and hardware requirements.

人工神经网络的能力正在迅速发展,人们对它们在许多日常情况下解决更具挑战性的任务的期望也是如此。更大、更复杂的网络以及在边缘设备上高效执行它们的需求是这一趋势的两个抵消要求。新型设备和计算技术显示出有希望的特性来应对这一挑战。需要探索一个巨大的设计空间,涵盖使用这些技术的神经网络和硬件架构的不同组合。因此,高效的设计流程对于良好的服务质量至关重要。这项工作回顾了用于新型忆阻器件的各种模拟工具,并分析了它们在设计空间探索中的适用性。提出了一种模块化工具流,该工具流使用最先进的优化技术逐步缩小大的设计空间,并建立在现有工具的基础上,以在网络精度和硬件需求之间找到最佳折衷。
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引用次数: 0
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Memories - Materials, Devices, Circuits and Systems
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