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Development of an analog topology for a multi-layer neuronal network 多层神经网络模拟拓扑的发展
Pub Date : 2025-02-11 DOI: 10.1016/j.memori.2025.100125
Luã da Porciuncula Estrela , Marlon Soares Sigales , Elmer A. Gamboa Peñaloza , Marcelo Lemos Rossi , Mateus Beck Fonseca
This paper presents a novel approach to implementing artificial neural networks (ANNs) using analog circuits with counter circuits for storing and updating the weights and biases. The counter circuits, which are sequential logic circuits, provide a more precise and stable method for storing and updating the network parameters, compared to memristors. The paper also discusses the design of a multiplier circuit and a hyperbolic function activation circuit used in the neural network. The neural network model based on the XNOR logic function was simulated using a simulation program with integrated circuit emphasis (SPICE), demonstrating its learning capability as the error decreased for each epoch of training. The proposed methodology offers significant advantages for neuromorphic computing, especially in the domain of Internet of Things (IoT), where near-sensor data analysis and edge computation are essential.
本文提出了一种实现人工神经网络的新方法,利用模拟电路和反电路来存储和更新权值和偏置。与忆阻器相比,计数器电路是顺序逻辑电路,为存储和更新网络参数提供了更精确和稳定的方法。本文还讨论了用于神经网络的乘法器电路和双曲函数激活电路的设计。利用集成电路重点(SPICE)仿真程序对基于XNOR逻辑函数的神经网络模型进行了仿真,验证了其学习能力随训练周期误差的减小而减小。所提出的方法为神经形态计算提供了显着优势,特别是在物联网(IoT)领域,其中近传感器数据分析和边缘计算是必不可少的。
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引用次数: 0
A graphene-based toxic detection approach 一种基于石墨烯的毒性检测方法
Pub Date : 2025-02-11 DOI: 10.1016/j.memori.2025.100127
Amir Ali Mohammad Khani , Alireza Barati Haghverdi , Ilghar Rezaei , Farzane Soleimani Rudi , Toktam Aghaee
Periodic arrays of graphene disks are leveraged to form a toxic gas detector. The operational frequency range is the THz gap. The idea stems from the middle air gap which is surrounded by graphene-spacer layers while a fully reflecting metallic surface is placed underneath. The change in the refractive index of the air gap due to the presence of some toxic gases leads to absorption deviations. Interpreting the known deviations can define a detection protocol in the THz spectrum. This work proposes a three-layer wave absorber based on the graphene patterns, TOPAS spacer, and the golden surface. Each component is modeled by the passive circuit element and the total impedance of the structure is calculated. Additionally, the impedance matching concept is investigated to predict absorption response. Furthermore, full-wave simulation is performed to compare with the circuit model approach. Based on the simulation results, a multi-band absorption response experiences considerable frequency shifts when exposed to some toxic gases including SO2, N2, NO2, O3, and CO. More importantly, the capability of being tuned via external chemical potential makes the proposed absorber an ideal basic building block for healthcare-based optical systems.
利用石墨烯磁盘的周期性阵列来形成有毒气体探测器。工作频率范围是太赫兹间隙。这个想法源于中间的气隙,它被石墨烯间隔层包围,而完全反射的金属表面被放置在下面。由于某些有毒气体的存在,气隙折射率的变化导致吸收偏差。解释已知的偏差可以定义太赫兹频谱中的探测协议。本研究提出了一种基于石墨烯模式、TOPAS间隔层和黄金表面的三层吸波器。通过无源电路元件对各元件进行建模,并计算结构的总阻抗。此外,还研究了阻抗匹配的概念来预测吸收响应。此外,还进行了全波仿真,与电路模型方法进行了比较。根据模拟结果,当暴露于SO2、N2、NO2、O3和CO等有毒气体中时,多波段吸收响应经历了相当大的频率偏移。更重要的是,通过外部化学势进行调谐的能力使所提出的吸收器成为基于医疗保健的光学系统的理想基本构件。
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引用次数: 0
Optimization of deep learning algorithms for large digital data processing using evolutionary neural networks 基于进化神经网络的大型数字数据处理深度学习算法优化
Pub Date : 2025-02-07 DOI: 10.1016/j.memori.2025.100126
Mohammadreza Nehzati
This paper introduces a unique method for boosting the efficiency of deep learning algorithms in processing large amounts of virtual facts. This approach leverages evolutionary neural networks, integrating deep mastering algorithms with evolutionary algorithms to enhance the overall performance of convolutional neural networks (CNNs) and recurrent neural networks (RNNs). The proposed optimization technique employs evolutionary operators such as natural choice, version aggregate, and random weight mutations to discover massive and complicated seek areas. The innovation of this studies lies inside the use of evolutionary neural networks to enhance the accuracy, convergence speed, and generalization capabilities of deep mastering algorithms while managing big virtual datasets. Empirical findings imply that the proposed technique notably improves the effectiveness of deep mastering algorithms in coping with sizeable digital datasets.
本文介绍了一种独特的方法来提高深度学习算法在处理大量虚拟事实时的效率。该方法利用进化神经网络,将深度掌握算法与进化算法集成,以增强卷积神经网络(cnn)和循环神经网络(rnn)的整体性能。该优化技术采用自然选择、版本聚合和随机权值突变等进化算子来发现大量复杂的寻道区域。本研究的创新之处在于,在管理大型虚拟数据集的同时,使用进化神经网络来提高深度掌握算法的准确性、收敛速度和泛化能力。实证结果表明,所提出的技术显著提高了深度掌握算法在处理大规模数字数据集方面的有效性。
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引用次数: 0
The application of organic materials used in IC advanced packaging:A review 有机材料在集成电路先进封装中的应用综述
Pub Date : 2025-01-20 DOI: 10.1016/j.memori.2025.100124
Liu Jikang
With the development of advanced technologies, the importance of semiconductor packaging has been further highlighted. To meet the increasing complexity and performance requirements of semiconductor devices, many integrated circuit (IC) advanced packaging technologies have been developed, which including flip chip (FC), bumping, fan-in wafer level packaging (FIWLP), fan-out wafer level packaging (FOWLP), 2.5D packaging (interposer), CMOS image sensor through silicon via (CIS-TSV), fan-out panel level packaging (FOPLP) and so on. During the manufacturing process of those IC advanced packaging technologies, many organic materials including photoresist (PR), photosensitive polyimide (PSPI), underfill, epoxy molding compound (EMC), temporary bonding adhesive, high temperature bonding adhesive, dry film and printing ink have been applied. In this paper, we described the application of organic materials including PR, PSPI, underfill, EMC, temporary bonding adhesive, high temperature bonding adhesive, dry film and printing ink used in the IC advanced packaging.
随着先进技术的发展,半导体封装的重要性进一步凸显。为了满足半导体器件日益增长的复杂性和性能要求,许多集成电路(IC)先进封装技术得到了发展,包括倒装芯片(FC)、碰撞、扇入晶圆级封装(FIWLP)、扇出晶圆级封装(FOWLP)、2.5D封装(interposer)、CMOS图像传感器通硅孔(CIS-TSV)、扇出面板级封装(FOPLP)等。在这些集成电路先进封装技术的制造过程中,应用了许多有机材料,包括光刻胶(PR)、光敏聚酰亚胺(PSPI)、下填料、环氧成型化合物(EMC)、临时粘结剂、高温粘结剂、干膜和油墨。本文介绍了有机材料PR、PSPI、底填料、EMC、临时粘结剂、高温粘结剂、干膜、油墨等在IC高级封装中的应用。
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引用次数: 0
Design and evaluation of clock-gating-based approximate multiplier for error-tolerant applications 基于时钟门控的容错近似乘法器设计与评价
Pub Date : 2025-01-12 DOI: 10.1016/j.memori.2025.100123
Venkata Sudhakar Chowdam , Suresh Babu Potladurty , Prasad Reddy karipireddy
The multipliers are essential components in real-time applications. Although approximation arithmetic affects the output accuracy in multipliers, it offers a realistic avenue for constructing power-, area--, and speed-efficient digital circuits. The approximation computing technique is commonly used in error-tolerant applications such as signal, image, and video processing. In this study, approximate multipliers (AMs) are designed using both conventional and approximate half adders (A-HAs) and full adders (A-FAs), which are strategically placed to add partial products at the most significant bit (MSB) positions, and OR gates are used to add partial products at the lower significant bit (LSB). In addition, this research article demonstrates unsigned and signed multipliers using the Ripple Carry Adder (RCA), Carry Save Adder (CSA), Conditional Sum Adder (COSA), Carry Select Adder (CSLA), and Clock Gating Technique. The proposed multipliers are implemented in Verilog HDL and simulated on the Xilinx VIVADO 2021.2 design tool, with the target platform being the Artix-7 AC701 FPGA. The results found that the power dissipation change is 13%, the delay change is 4.7%, and the area change is 15% for the 16-bit unsigned approximate multiplier. For the 16-bit signed approximate multiplier, the power change is 18.81%, the delay change is 3.57%, and the area change is 14.29% using inexact and exact adders and the clock gating technique with CSA as the final partial product summer. Clock-gating 16-bit multiplier RED decreases when compared to approximate adder usage alone in the multiplier. The proposed multipliers are useful in error-tolerant applications such as digital signal processing, image fusion, image blending, smoothing, and sharpening to produce high-quality images at high speed and with low power consumption.
乘数器是实时应用程序中必不可少的组件。虽然近似算法影响乘法器的输出精度,但它为构建功率、面积和速度高效的数字电路提供了一个现实的途径。近似计算技术通常用于容错应用,如信号、图像和视频处理。在本研究中,近似乘法器(AMs)使用传统和近似半加法器(A-HAs)和全加法器(A-FAs)设计,它们被策略性地放置在最高有效位(MSB)位置添加部分乘积,或门用于在低有效位(LSB)添加部分乘积。此外,本文还演示了使用纹波进位加法器(RCA)、进位保存加法器(CSA)、条件和加法器(COSA)、进位选择加法器(CSLA)和时钟门控技术的无符号和有符号乘法器。提出的乘法器在Verilog HDL中实现,并在Xilinx VIVADO 2021.2设计工具上进行仿真,目标平台是Artix-7 AC701 FPGA。结果表明,对于16位无符号近似乘法器,功耗变化为13%,延迟变化为4.7%,面积变化为15%。对于16位带符号近似乘法器,采用非精确加法器和精确加法器以及以CSA为最终部分积的时钟门控技术,功率变化为18.81%,延迟变化为3.57%,面积变化为14.29%。时钟门控16位乘法器RED与乘法器中单独使用的近似加法器相比减少。所提出的乘法器可用于容错应用,如数字信号处理、图像融合、图像混合、平滑和锐化,以高速和低功耗产生高质量的图像。
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引用次数: 0
Design of generic vedic ALU using reversible logic 采用可逆逻辑的通用吠陀ALU设计
Pub Date : 2025-01-10 DOI: 10.1016/j.memori.2025.100121
Kanchan S. Tiwari
This paper details the design and implementation of a low-power Generic Arithmetic Logic Unit (ALU) based on Vedic mathematics principles, constructed using reversible logic gates and implemented on an Artix-7 Field-Programmable Gate Array (FPGA).The Vedic mathematics principles are employed to derive efficient computational methods, and reversible logic is harnessed to achieve minimal power dissipation and reduced heat generation in the ALU. The proposed ALU architecture is optimized to perform fundamental arithmetic operations: addition, subtraction, multiplication, and division; as well as bitwise logical operations: AND, OR, and XOR. Vedic mathematics techniques contribute to the reduction of critical paths and garbage outputs, enhancing the overall performance of the ALU. The design is synthesized and implemented on a device Xc7a35tcpg236 belonging to Artix-7 family of FPGA, and power consumption is evaluated and compared with conventional ALU designs. Performance parameters, including power consumption and delay, were benchmarked against existing designs. The designed ALU operates at a clock frequency of 408.197 MHz, featuring a maximum combinational path delay of 4.65 ns with input voltage of 1 V. Notable is its power efficiency, which consumes a mere 42 mW, as opposed to the conventional ALU with a power consumption of 73 mW. The Vinculum based logic of reducing bigger number to smaller ones thereby simplifying calculations is also added in the design. Incorporating Vedic reversible logic with vinculum in FPGA design introduces a novel approach leveraging parallelism and pipelining for enhanced efficiency and performance. Furthermore, the FPGA-based implementation showcases the scalability of the design for higher bit-width ALUs, highlighting its potential for integration into complex digital systems. The proposed Generic low-power Vedic ALU using reversible logic opens up new opportunities for energy-efficient computing applications, such as portable devices, embedded systems, and Internet of Things (IoT) devices. The fusion of Vedic mathematics with reversible logic offers a novel approach to design efficient ALUs, contributing to the advancement of low-power and high-performance digital circuitry.
本文详细介绍了基于吠陀数学原理的低功耗通用算术逻辑单元(ALU)的设计和实现,该单元使用可逆逻辑门构建,并在Artix-7现场可编程门阵列(FPGA)上实现。采用吠陀数学原理来推导有效的计算方法,并利用可逆逻辑来实现ALU的最小功耗和减少热量产生。所提出的ALU架构经过优化,可以执行基本的算术运算:加、减、乘、除;以及位逻辑运算:AND、OR和XOR。吠陀数学技术有助于减少关键路径和垃圾输出,提高ALU的整体性能。该设计在Artix-7系列FPGA器件Xc7a35tcpg236上进行了综合和实现,并与传统ALU设计进行了功耗评估和比较。性能参数,包括功耗和延迟,以现有设计为基准。设计的ALU工作时钟频率为408.197 MHz,在输入电压为1 V时,最大组合路径延迟为4.65 ns。值得注意的是,它的功率效率仅为42兆瓦,而传统ALU的功率消耗为73兆瓦。基于Vinculum的逻辑,将较大的数字减少到较小的数字,从而简化计算,也添加在设计中。将吠陀可逆逻辑与真空结合到FPGA设计中,引入了一种利用并行性和流水线来提高效率和性能的新方法。此外,基于fpga的实现展示了更高位宽alu设计的可扩展性,突出了其集成到复杂数字系统中的潜力。采用可逆逻辑的通用低功耗吠陀ALU为便携式设备、嵌入式系统和物联网(IoT)设备等节能计算应用开辟了新的机会。吠陀数学与可逆逻辑的融合提供了一种设计高效alu的新方法,有助于低功耗和高性能数字电路的发展。
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引用次数: 0
Compensation of active filter using p-q theory in photovoltaic systems 基于p-q理论的光伏系统有源滤波器补偿
Pub Date : 2025-01-10 DOI: 10.1016/j.memori.2025.100122
Farzane Soleimani Rudi, Mohammad Naser Hashemnia
This work proposes an active shunt filter design for grid-connected solar systems, utilizing the p-q instantaneous power theory technique to minimize grid harmonics and reduce reactive power. As a result, the total harmonic distortion (THD) is decreased, and the power quality of the network is improved. To optimize the efficiency of solar panels and generate the switching control signal of the boost converter, the Perturb and Observe (P&O) method and Pulse Width Modulation (PWM) technique are employed, respectively. The active shunt filter extracts the harmonic components of the load current using the p-q theory, which serves as a reference signal for compensation. A hysteresis method is used to control the filter current and produce the pulses for the filter switches. The designed filter reduces the harmonic distortion in the load current to approximately 29.91%. A comparison between the harmonic reference signal and the injected filter current to the three-phase grid confirms the correctness of the design. Moreover, the sinusoidal waveform of the three-phase grid currents demonstrates the effectiveness of the proposed controller. Simulation results in MATLAB validate the proposed filter, with the network current THD reduced to less than 5%, confirming the efficacy of the design.
这项工作提出了一种并网太阳能系统的有源并联滤波器设计,利用p-q瞬时功率理论技术来最小化电网谐波和减少无功功率。从而降低了总谐波失真(THD),提高了电网的电能质量。为了优化太阳能电池板的效率和产生升压变换器的开关控制信号,分别采用了Perturb和Observe (P&;O)方法和脉宽调制(PWM)技术。有源并联滤波器利用p-q理论提取负载电流中的谐波分量,作为补偿的参考信号。采用迟滞法控制滤波器电流并产生用于滤波器开关的脉冲。设计的滤波器将负载电流中的谐波失真降低到约29.91%。将谐波参考信号与注入三相电网的滤波电流进行比较,证实了设计的正确性。此外,三相电网电流的正弦波形验证了所提控制器的有效性。MATLAB仿真结果验证了所提滤波器的有效性,网络电流THD降至5%以下,验证了设计的有效性。
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引用次数: 0
High performance memristor device from solution processed MnO2 nanowires: Tuning of resistive switching from analog to digital and underlying mechanism 溶液处理二氧化锰纳米线的高性能忆阻器:从模拟到数字的电阻开关调谐及其基本机制
Pub Date : 2024-12-13 DOI: 10.1016/j.memori.2024.100120
Rajkumar Mandal, Arka Mandal, Nayan Pandit, Rajib Nath, Biswanath Mukherjee
This study reports the synthesis of manganese dioxide (MnO2) nanowires via the hydrothermal method and the fabrication of high-performance memristor devices using solution-processed MnO2 nanowires. Microstructural characterizations, viz, XRD, SEM, EDAX and XPS of synthesized sample revealed highly crystalline structures of MnO2 nanowires. As synthesized MnO2 nanowires, mixed in different weight percentages with poly(methyl methacrylate) (PMMA) solution were deposited on Al electrode to form thin film memristor devices. Resistive switching with both analog and digital behaviors have been realized in Al/MnO2-PMMA/Al device by controlling the weight percentage (wt %) of MnO2 in the composite. When the MnO2 wt % in the composite was low (PMMA: MnO2 = 1:1), the device exhibited analog type switching, while, the higher concentration of MnO2 produced digital types of switching. The On/Off current ratio of the device increased gradually with increase in MnO2 wt %, reaching the highest switching ratio, ca. 106 and excellent endurance (>104 s) for PMMA:MnO2 = 1:8. Temperature dependent charge transport behavior and impedance spectroscopy was further carried out to explain the underlying resistive switching mechanism of the device.
本文报道了水热法制备二氧化锰(MnO2)纳米线,并用溶液处理的MnO2纳米线制备高性能忆阻器器件。通过XRD、SEM、EDAX和XPS对合成的MnO2纳米线进行了显微结构表征。将合成的二氧化锰纳米线以不同重量百分比与聚甲基丙烯酸甲酯(PMMA)溶液混合,沉积在Al电极上,形成薄膜忆阻器器件。通过控制复合材料中MnO2的重量百分比(wt %),在Al/MnO2- pmma /Al器件中实现了模拟和数字行为的电阻开关。当复合材料中MnO2 wt %较低时(PMMA: MnO2 = 1:1),器件表现为模拟型开关,而MnO2浓度较高时,器件表现为数字型开关。随着MnO2 wt %的增加,器件的开/关电流比逐渐增加,在PMMA:MnO2 = 1:8时达到最高的开关比约106,并且具有优异的续航时间(>104 s)。进一步进行了温度相关电荷输运行为和阻抗谱分析,以解释器件潜在的电阻开关机制。
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引用次数: 0
Design and Simulation of Balanced Ternary Priority Encoder 平衡三元优先编码器的设计与仿真
Pub Date : 2024-08-01 DOI: 10.1016/j.memori.2024.100118
Aadarsh Ganesh Goenka , Shyamali Mitra , Harsh Maheshwari , Nibaran Das

The priority encoder is a frequently used circuit in binary logic and is mostly used for interrupt handling and other priority resolving tasks. On the other hand, Ternary computing has tremendous potential for handling a wide variety of functions involving large range of numbers, whereas, the literature is confined to very basic functions. The proposed balanced priority encoder circuit that uses three logic symbols i.e. 1,0 and 1. In this study, we develop the design and architecture of a Ternary Priority Encoder circuit with an estimation of its time complexity. The intricacy of the circuit under consideration is supposed to highlight the capabilities of the ternary logic system. The flexibility of the circuit lies in its implementation using simple binary counterparts. As there is no simulator available for Ternary Logic, we have developed a Balanced Ternary Logic Simulator which is freely available from https://github.com/Aggtur11/Ternary-Logic-Simulator. The logic behaviour of the proposed priority encoder circuits is verified using the developed simulator.

优先级编码器是二进制逻辑中经常使用的电路,主要用于中断处理和其他优先级解析任务。另一方面,三元计算在处理涉及大量数字的各种函数方面具有巨大潜力,而相关文献却仅限于非常基本的函数。在本研究中,我们开发了三元优先级编码器电路的设计和架构,并估算了其时间复杂度。我们所考虑的电路的复杂性旨在突出三元逻辑系统的能力。电路的灵活性在于使用简单的二进制对应电路来实现。由于三元逻辑没有模拟器,我们开发了一个平衡三元逻辑模拟器,可从 https://github.com/Aggtur11/Ternary-Logic-Simulator 免费获取。我们使用开发的模拟器验证了拟议优先级编码器电路的逻辑行为。
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引用次数: 0
Performance assessment of InGaAs–SOI–FinFET for enhancing switching capability using high-k dielectric 使用高介电质增强开关能力的 InGaAs-SOI-FinFET 性能评估
Pub Date : 2024-07-02 DOI: 10.1016/j.memori.2024.100117
Priyanka Agrwal, Ajay Kumar

In this work, a high-k In0.53Ga0.47As silicon-on-insulator FinFET (InGaAs–SOI–FinFET) is presented for high-switching and ultra-low power applications at 7 nm gate length. Indium Gallium Arsenide (InGaAs) is a compound semiconductor that has gained attention in the field of semiconductor devices, including FinFETs. The incorporation of InGaAs in proposed FinFETs introduces several advantages, making it an attractive material for certain applications. InGaAs–SOI–FinFET performance has been observed and found high electron mobility, improved On-Current performance (ION), drain current (IDS), transconductance (gm), energy bands, lower subthreshold swing (SS), electric field, surface potential, and better short-channel behaviour. All the results of InGaAs–SOI–FinFET have been simultaneously compared with SOI-FinFET and conventional FinFET (C-FinFET). Incorporating InGaAs in the channel with high-k gate material enhances the drain current by ⁓75% and ⁓77% in the proposed device compared to the other two counterparts. Owing to the higher drain current in the InGaAs–SOI–FinFET, other parameters have also been improved, which leads to higher performance applications.

本文介绍了一种高k In0.53Ga0.47As 硅绝缘体 FinFET(InGaAs-SOI-FinFET),用于 7 nm 栅极长度的高开关和超低功耗应用。砷化镓铟(InGaAs)是一种化合物半导体,在包括 FinFET 在内的半导体器件领域备受关注。在拟议的 FinFET 中加入 InGaAs 具有多项优势,使其成为某些应用中极具吸引力的材料。对 InGaAs-SOI-FinFET 的性能进行了观察,发现其电子迁移率高,导通电流(ION)、漏极电流(IDS)、跨电导(gm)、能带、阈下摆动(SS)、电场、表面电位均有所改善,而且短沟道性能更好。InGaAs-SOI-FinFET 的所有结果都同时与 SOI-FinFET 和传统 FinFET(C-FinFET)进行了比较。与其他两种器件相比,在沟道中加入 InGaAs 和高 K 栅极材料可分别提高漏极电流⁓75% 和 ⁓77%。由于 InGaAs-SOI-FinFET 的漏极电流更大,其他参数也得到了改善,从而实现了更高性能的应用。
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引用次数: 0
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Memories - Materials, Devices, Circuits and Systems
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