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A memristive neural network with features of asymmetric coexisting attractors and large-scale amplitude control 具有非对称共存吸引子和大规模振幅控制特征的记忆神经网络
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-04-15 DOI: 10.1016/j.vlsi.2024.102196
Yu Xie, Qiang Lai

It is a universally acknowledged fact that memristor is widely used in neural networks owing to its memory functions similar to synapses. This paper aims to construct a memristive neural network (MNN) with special dynamic behaviors and structure, which consists of four cyclic neurons and one unidirectional memristive synapse. In this study, we explored the dynamic behaviors, including asymmetric coexisting attractors and parameter-relied large-scale amplitude control. Specially, we found that there are four different types of asymmetric coexisting attractors, namely coexisting double-point (or periodic or chaotic) attractors and coexisting periodic and chaotic attractors. In order to reveal the characteristics of large-scale amplitude control, we used analysis methods such as phase plane plots and time sequences. The existence of this phenomenon is closely related to system parameters and initial values. Meanwhile, a specific circuit experiment is implemented to verify the feasibility of our designation.

忆阻器具有类似突触的记忆功能,因此被广泛应用于神经网络,这已是公认的事实。本文旨在构建一个具有特殊动态行为和结构的忆阻器神经网络(MNN),它由四个循环神经元和一个单向忆阻器突触组成。在这项研究中,我们探索了其动态行为,包括非对称共存吸引子和依赖参数的大规模振幅控制。特别是,我们发现存在四种不同类型的非对称共存吸引子,即双点(或周期或混沌)吸引子共存和周期与混沌吸引子共存。为了揭示大尺度振幅控制的特征,我们采用了相平面图和时间序列等分析方法。这种现象的存在与系统参数和初始值密切相关。同时,通过具体的电路实验来验证我们设计的可行性。
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引用次数: 0
Corrigendum to “On minimizing charge injection error using multi-dummy switches with enhanced linearity” [Integration volume 97 (2024) 102175] 关于使用线性度更高的多假开关尽量减小电荷注入误差"[《集成》第 97 (2024) 102175 卷]更正
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-04-14 DOI: 10.1016/j.vlsi.2024.102194
Saurabh Dhiman, Hitesh Shrimali
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引用次数: 0
An enhanced logistic chaotic map based tweakable speech encryption algorithm 基于逻辑混沌图的增强型可调整语音加密算法
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-04-04 DOI: 10.1016/j.vlsi.2024.102192
Herbadji Djamel , Abderrahmane Herbadji , Ismail haddad , Hichem Kahia , Aissa Belmeguenai , Nadir Derouiche

This work aims to improves the chaotic behavior of classical logistic chaotic system for voice encryption. In this study, the classical chaotic system was enhanced. This enhanced map has many advantages like a wider chaotic range, more unpredictable, and better ergodicity than many existing chaotic maps (i.e. including 1D and 2D maps). The effectiveness of the improved chaotic system was verified by the bifurcation diagram, performing NIST SP 800-22 and Lyapunov exponent. On this basis, an efficient tweakable voice encryption algorithm was proposed to protect the security of digital voice transmission. The proposed scheme is based on the speech signal being pre-processed to automatically remove silent or voiceless segments, resulting in the extraction of relevant parts of speech for encryption. This leads to a significant reduction in both computing time and resources requirements, as well as the confusion-diffusion architecture. With the aid of the tweak, where each original voice has multiple different encrypted voices using the same secret key which saves time and makes the cost lower compared to changing the key to the proposed scheme. These features make the proposed speech encryption algorithm suitable for real-time communication. In this manner, it is demonstrated that our encryption system effectively withstands known/chosen plaintext attacks. The experimental results demonstrate that the proposed algorithm can withstand several types of attacks through voice encryption. The research results shed new light on the data security in the transmission of voices.

这项研究旨在改进经典逻辑混沌系统在语音加密方面的混沌行为。在这项研究中,经典混沌系统得到了增强。与现有的混沌图(包括一维和二维混沌图)相比,这种增强型混沌图具有更宽的混沌范围、更强的不可预测性和更好的遍历性等诸多优点。通过分岔图、执行 NIST SP 800-22 和 Lyapunov 指数,验证了改进后混沌系统的有效性。在此基础上,提出了一种高效的可调整语音加密算法,以保护数字语音传输的安全。所提方案的基础是对语音信号进行预处理,自动去除无声或无声段,从而提取语音的相关部分进行加密。这大大减少了计算时间和资源需求,同时也减少了混淆扩散结构。在调整的帮助下,每个原始语音都有多个不同的加密语音,使用相同的密钥,这与改变密钥的拟议方案相比,节省了时间,降低了成本。这些特点使拟议的语音加密算法适用于实时通信。通过这种方式,证明了我们的加密系统能有效抵御已知/选择明文攻击。实验结果表明,所提出的算法可以通过语音加密抵御多种类型的攻击。这些研究成果为语音传输中的数据安全带来了新的启示。
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引用次数: 0
Enhancing cell delay accuracy in post-placed netlists using ensemble tree-based algorithms 利用基于集合树的算法提高后置网表中单元延迟的准确性
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-04-01 DOI: 10.1016/j.vlsi.2024.102193
Yassine Attaoui , Mohamed Chentouf , Zine El Abidine Alaoui Ismaili , Aimad El Mourabit

Nowadays, the ASIC design is increasing in complexity, and PPA targets are pushed to the limit. The lack of physical information at the early design stages hinders precise timing predictions and may lead to design re-spins. In previous work, we successfully improved timing prediction at the post-placement stage using the Random Forest model, achieving 91.25% cell delay accuracy. Building upon this, we further investigate the potential of Ensemble Tree-based algorithms, specifically focusing on “Extremely Randomized Trees” and “Gradient Boosting”, to close the gap in cell delay accuracy. In this paper, we enrich the training dataset with new 16 nm industrial designs. The results demonstrate a substantial improvement, with an average cell delay accuracy of 92.01% and 84.26% on unseen data. The average Root-Mean-Square-Error is significantly reduced from 12.11 to 3.23 and 7.76 on unseen data.

如今,ASIC 设计越来越复杂,PPA 目标也被逼到了极限。早期设计阶段物理信息的缺乏阻碍了精确的时序预测,并可能导致设计的重新旋转。在之前的工作中,我们使用随机森林模型成功地改进了贴片后阶段的时序预测,单元延迟准确率达到 91.25%。在此基础上,我们进一步研究了基于集合树的算法的潜力,特别是 "极度随机化树 "和 "梯度提升",以缩小单元延迟准确性方面的差距。在本文中,我们使用新的 16 纳米工业设计来丰富训练数据集。结果表明,该方法有了很大改进,平均单元延迟准确率达到 92.01%,未见数据的准确率为 84.26%。平均均方根误差从 12.11 显著降低到 3.23,未见数据上的误差为 7.76。
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引用次数: 0
DAFA: Dynamic approximate full adders for high area and energy efficiency DAFA:实现高面积和能效的动态近似全加法器
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-04-01 DOI: 10.1016/j.vlsi.2024.102191
Yavar Safaei Mehrabani , Reza Faghih Mirzaee

As the number of transistors on a chip surface increases, power consumption becomes more and more a serious concern. A promising solution to bridge the gap between resource-constrained gadgets and computation-intensive applications could be the approximate computing paradigm. This paper presents four efficient approximate full adder cells based on dynamic logic and carbon nanotube field-effect transistors (CNFETs). To the best of our knowledge, dynamic logic has never been deployed in the design of approximate full adders before. Comprehensive simulations and analyses are conducted to study the efficacy of the new circuits. Simulation results indicate remarkable improvements compared to state-of-the-art circuits. For instance, at 0.9 V power supply, our final proposed design improves the power-delay-area product (PDAP) metric by at least 63% compared to its peers. Moreover, the applicability of the proposed adders in the image sharpening application is examined by measuring peak signal-to-noise ratio (PSNR) and structural similarity index measure (SSIM) using the MATLAB tool. The proposed designs have also a reasonable performance in this regard.

随着芯片表面晶体管数量的增加,功耗越来越成为一个令人担忧的问题。近似计算范式是缩小资源受限的小工具与计算密集型应用之间差距的一个有前途的解决方案。本文介绍了四种基于动态逻辑和碳纳米管场效应晶体管(CNFET)的高效近似全加法器单元。据我们所知,动态逻辑以前从未用于近似全加法器的设计。为了研究新电路的功效,我们进行了全面的模拟和分析。仿真结果表明,与最先进的电路相比,新电路的性能有了显著提高。例如,在 0.9 V 电源条件下,我们最终提出的设计与同类产品相比,功率-延迟-面积乘积 (PDAP) 指标至少提高了 63%。此外,通过使用 MATLAB 工具测量峰值信噪比(PSNR)和结构相似性指数(SSIM),检验了所提出的加法器在图像锐化应用中的适用性。所提出的设计在这方面也有合理的表现。
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引用次数: 0
A new die-level flexible design-for-test architecture for 3D stacked ICs 用于三维堆叠集成电路的新型裸片级灵活设计测试架构
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-03-26 DOI: 10.1016/j.vlsi.2024.102190
Qingping Zhang , Wenfa Zhan , Xiaoqing Wen

A die-level design-for-test architecture for 3D stacked ICs is proposed. The main component of this architecture is a newly proposed configurable boundary cell, based on which flexible parallel test is achieved. Both of the number of parallel scan chains and their lengths can be configured during test. This test architecture features light-weight, high flexibility in parallel test configuration, modularity, and IEEE P1149.1 compatibility. In this work, both infrastructure and implementation aspects are illustrated. Experimental results demonstrate desired test acceleration. The acceleration ratio approximately reaches its limit, which equals the number of parallel scan chains, when the number of test vectors is over 300.

针对三维堆叠集成电路提出了一种芯片级设计测试架构。该架构的主要组成部分是新提出的可配置边界单元,在此基础上实现了灵活的并行测试。并行扫描链的数量和长度均可在测试过程中进行配置。该测试架构具有重量轻、并行测试配置灵活性高、模块化和兼容 IEEE P1149.1 等特点。在这项工作中,对基础架构和实施方面进行了说明。实验结果表明了所需的测试加速度。当测试矢量数量超过 300 个时,加速比大约达到极限,等于并行扫描链的数量。
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引用次数: 0
Nature inspired algorithm based design of near ideal fractional order low pass Chebyshev filters and their realization using OTAs and CCII 基于自然启发算法的近理想分数阶低通切比雪夫滤波器设计及其利用 OTA 和 CCII 的实现
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-03-25 DOI: 10.1016/j.vlsi.2024.102185
Ritu Daryani, Bhawna Aggarwal

Fractional order filters offer greater freedom of design and a precise control over stopband attenuation in electronic circuits and systems. This paper presents the design of a fractional order low pass Chebyshev filter (FOLCF) that achieves near-ideal response characteristics. The methodology introduced utilizes metaheuristic optimization methods, including particle swarm optimization, firefly algorithm, and grey wolf optimization. These techniques are employed to precisely adjust the filter coefficients for the orders (1+α), (2+α), and (3+α). The adjustment is carried out by comparing the desired behaviour of the FOLCF with generalized fractional order low pass transfer functions. Throughout these instances, the parameter α is varied within the range of (0, 1). The designed filters are then tested and compared on the basis of various factors. Simulation results demonstrate that the designed filters closely follow the behaviour of an ideal Chebyshev filter with maximum passband and stopband magnitude errors being −31.93 dB and −52.74 dB respectively for (1+α) order filters. These values for (2+α) and (3+α) order FOLCF have been observed to be −30.04 dB and −55.91 dB; −17.72 dB and −49.52 dB respectively. Furthermore, it has been observed that the proposed work outperforms existing state-of-the-art approaches in various aspects, including magnitude error, stopband attenuation, and cut-off frequency. The stability of the designed filters has been verified through stability analysis. Additionally, practical feasibility of the proposed FOLCF is demonstrated through SPICE simulations for α = [0.2,0.5,0.8] using second generation current conveyor (CCII) and operational transconductance amplifier (OTA) based topologies while approximating the constant phase element using fifth order continued fraction expansion. The SPICE implementations closely follow the behaviour of ideal filter with −48.67 dB and −62.8 dB as mean square errors for CCII and OTA circuits respectively, showcasing the proposed filters' superiority and practical applicability in advanced electronic design.

分数阶滤波器为设计提供了更大的自由度,并能精确控制电子电路和系统中的阻带衰减。本文介绍了一种分数阶低通切比雪夫滤波器(FOLCF)的设计,它能实现接近理想的响应特性。所介绍的方法利用了元启发式优化方法,包括粒子群优化、萤火虫算法和灰狼优化。这些技术用于精确调整 (1+α)、(2+α) 和 (3+α) 阶的滤波器系数。调整是通过比较 FOLCF 与广义分数阶低通滤波器的理想行为来进行的。在整个过程中,参数 α 在 (0, 1) 的范围内变化。然后,根据各种因素对所设计的滤波器进行测试和比较。仿真结果表明,所设计的滤波器非常接近理想的切比雪夫滤波器,对于 (1+α) 阶滤波器,最大通带和止带幅度误差分别为 -31.93 dB 和 -52.74 dB。对于 (2+α) 和 (3+α) 阶 FOLCF,这些数值分别为 -30.04 dB 和 -55.91 dB;-17.72 dB 和 -49.52 dB。此外,研究还发现,所提出的方法在幅度误差、阻带衰减和截止频率等各个方面都优于现有的最先进方法。通过稳定性分析,验证了所设计滤波器的稳定性。此外,通过使用基于第二代电流传输器(CCII)和运算跨导放大器(OTA)的拓扑结构对 α = [0.2,0.5,0.8]进行 SPICE 仿真,同时使用五阶续分数扩展近似恒定相位元素,证明了所提出的 FOLCF 的实际可行性。SPICE 实现与理想滤波器的行为密切相关,CCII 和 OTA 电路的均方误差分别为 -48.67 dB 和 -62.8 dB,显示了所提出的滤波器在高级电子设计中的优越性和实用性。
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引用次数: 0
Integration mixer: An efficient mixed neural network for memory dynamic stability analysis in high dimensional variation space 集成混合器:用于高维变化空间内存动态稳定性分析的高效混合神经网络
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-03-25 DOI: 10.1016/j.vlsi.2024.102189
Bowen Jiang , Liang Pang , Feng Liu

In low-power designs, the SRAM performance suffers from the process variation. Statistical analysis for the yield of circuit block (e.g., static random-access memory) is extremely time-consuming due to the expensive simulations since the variation space is high-dimensional. In this paper, we construct a mixed neural network to substitute the simulation. We present Mixer. It mainly contains two types of layers: one with regularized sub-radial basis function networks (sub-RBFs) applied independently to extract the effects on circuit performance of the subsets of input process variables, and the other one with multi-layer perceptron (MLP) applied to learn the connection of these extracted effects. When trained with small datasets of high dimension generated from 28 nm memory circuits, our Mixer shows competitive accuracy and efficiency compared with other state-of-the-art models.*

在低功耗设计中,SRAM 的性能受到工艺变化的影响。对电路块(如静态随机存取存储器)的良率进行统计分析非常耗时,因为变化空间是高维的,需要进行昂贵的模拟。在本文中,我们构建了一个混合神经网络来替代模拟。我们提出了 Mixer。它主要包含两类层:一类是独立应用的正则化子径向基函数网络(sub-RBFs),用于提取输入过程变量子集对电路性能的影响;另一类是应用的多层感知器(MLP),用于学习这些提取影响的连接。当使用从 28 纳米存储器电路中生成的高维度小型数据集进行训练时,我们的混合器与其他最先进的模型相比,在准确性和效率方面都具有竞争力*。
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引用次数: 0
A low power Schmitt-trigger driven 10T SRAM Cell for high speed applications 用于高速应用的低功耗施密特触发器驱动 10T SRAM 单元
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-03-23 DOI: 10.1016/j.vlsi.2024.102187
Lokesh Soni, Neeta Pandey

A single-sided Schmitt-trigger driven 10-transistor (ST 10T) static random access memory cell (SRAM) exhibiting lower power consumption, better read and write access time, improved hold and write stability are presented. Using a Schmitt-trigger inverter and a power gating approach, it has better read and write access time and stability. The single bitline structure with stacking effect lowers the proposed cell’s leakage power. The proposed ST 10T cell has a maximum reduction in power consumption of up to 9667.52 times than the considered structure. Furthermore, improvements in write ability and hold stability of up to 1.62 and 1.17 times respectively, are obtained over compared SRAM cells. The cell reduces read and write access times by up to 1.66 and 45.85 times, respectively. The Monte-Carlo (MC) simulations demonstrate the proposed cell’s resilient performance. The simulation is performed using Cadence Virtuoso GPDK 45 nm CMOS technology.

本文介绍了一种单面施密特触发器驱动的 10 晶体管(ST 10T)静态随机存取存储器单元(SRAM),该单元功耗更低、读写访问时间更长、保持和写入稳定性更好。通过使用施密特触发器逆变器和功率门控方法,它具有更好的读写访问时间和稳定性。具有堆叠效应的单位线结构降低了所提出电池的漏功率。与所考虑的结构相比,所提出的 ST 10T 单元的功耗最大可降低 9667.52 倍。此外,写入能力和保持稳定性也分别提高了 1.62 倍和 1.17 倍。该单元的读写访问时间分别缩短了 1.66 倍和 45.85 倍。蒙特卡洛(MC)仿真证明了拟议单元的弹性性能。仿真采用 Cadence Virtuoso GPDK 45 纳米 CMOS 技术进行。
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引用次数: 0
On the minimization of multiplier-adders for powers-of-two filter using a novel right to left (R2L) algorithm 使用新颖的从右向左(R2L)算法最小化二幂次滤波器的乘法器加法器
IF 1.9 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-03-22 DOI: 10.1016/j.vlsi.2024.102188
Aminur Rahaman, Abhijit Chandra

The field of digital signal processing has been receiving increasing attention over the years because of its widespread applications in various fields of science, engineering and technology. In connection to this, design of finite impulse response (FIR) filter has drawn enough attention of researchers throughout the globe. A number of promising developments has been carried out over the last few decades which emphasize on the design of hardware efficient filter structure. In this work, one novel Right to Left (R2L) algorithm is proposed which can minimize the number of multiplier-adders for the powers-of-two FIR filter. The requirement of such adders essentially depends upon the number of such non-zero entries and the word-length of the input signal. Comparative study has been performed amongst few such hardware efficient realizations of digital filters. Finally, the proposed approach has been implemented using Xilinx Plan Ahead 14.7 so as to have a clear understanding about the requirement of different hardware blocks on a field programmable device.

近年来,数字信号处理领域因其在科学、工程和技术各领域的广泛应用而受到越来越多的关注。在这方面,有限脉冲响应(FIR)滤波器的设计引起了全球研究人员的足够重视。在过去的几十年里,人们在设计硬件高效滤波器结构方面取得了许多令人鼓舞的进展。在这项工作中,我们提出了一种新颖的从右向左(R2L)算法,它可以最大限度地减少两倍幂 FIR 滤波器的乘法器加法器数量。这种加法器的需求主要取决于这种非零条目数量和输入信号的字长。我们已对数字滤波器的几种高效硬件实现方式进行了比较研究。最后,我们使用 Xilinx Plan Ahead 14.7 实现了所提出的方法,以便清楚地了解现场可编程器件上不同硬件模块的要求。
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引用次数: 0
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Integration-The Vlsi Journal
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