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The art of variable frequency clock generation: evolution and implications 变频时钟产生的艺术:演变与启示
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-27 DOI: 10.1007/s10470-025-02552-4
Vipin Kumar Singh, Vijay Pratap Yadav, Pritam Bhattacharjee, Alak Majumder

The adoption of Variable Frequency Clock (VFC) in different application-specific integrated circuits (ASICs) has gained popularity over the decades because of its flexibility and adaptability across domains in contrast to any conventional clocking system. This paper presents a detailed study of VFCs, exploring their classifications, operating principles, and performance metrics. Various architectures are discussed in terms of fundamental principles of programmable frequency synthesizers which are the core of VFC generation. After highlighting the advantages, limitations and design challenges of each architecture, this survey extensively explores the broader area of applications of VFC spanning to Supply Noise Management, Temperature Management, Power Management, Data Rate synchronization, and electromagnetic interference (EMI) reduction etc. Additionally, the survey provides insights into the future potential applications of VFC. By presenting a comprehensive understanding, this paper seeks to guide researchers to develop innovative, more adaptable and high-performance architectures of VFC to meet the need of evolving technological landscapes. To our knowledge, this is the first survey to unify scattered, application-specific VFC architectures into a comparative study and assess their cross-domain applicability.

在不同的特定应用集成电路(asic)中采用变频时钟(VFC)已经流行了几十年,因为与任何传统的时钟系统相比,它具有跨域的灵活性和适应性。本文介绍了vfc的详细研究,探讨了它们的分类、工作原理和性能指标。根据可编程频率合成器的基本原理讨论了各种结构,可编程频率合成器是VFC生成的核心。在强调了每种架构的优点、局限性和设计挑战之后,本调查广泛探讨了VFC在电源噪声管理、温度管理、电源管理、数据速率同步和电磁干扰(EMI)降低等方面的更广泛应用领域。此外,该调查还提供了对VFC未来潜在应用的见解。通过全面的理解,本文旨在指导研究人员开发创新的、适应性更强的、高性能的VFC架构,以满足不断发展的技术格局的需要。据我们所知,这是第一次将分散的、特定于应用程序的VFC架构统一为比较研究并评估其跨领域适用性的调查。
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引用次数: 0
A comprehensive review of SIW PIN diode attenuators for high-frequency wireless communications 高频无线通信用SIW PIN二极管衰减器的综合综述
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-12 DOI: 10.1007/s10470-025-02543-5
Shilpa Rana, Ashish Sarvaiya

In real-time applications, some communication technology requires variable attenuation for the acquired signal without compromising distortion levels. It is easier to achieve low signal distortion when performing step attenuation. However, complexity remains high when an application requires different levels of energy without degrading its strength. The paper presents the use of a PIN diode variable attenuator for applications with different frequency ranges. The relationship between DC bias variations and the power levels of the application in use is also presented. The fixed attenuation level for a varied frequency range of the mmWave application is studied. According to the study, variable attenuators are utilized in high-frequency applications, including 6G and ultra-wideband, to achieve significant improvements, such as reduced distortion in signal transmission.

在实时应用中,一些通信技术需要在不影响失真水平的情况下对采集信号进行可变衰减。当进行阶跃衰减时,更容易实现低信号失真。然而,当应用程序需要不同级别的能量而不降低其强度时,复杂性仍然很高。本文介绍了PIN二极管可变衰减器在不同频率范围内的应用。并给出了直流偏置变化与应用中功率级之间的关系。研究了毫米波应用在不同频率范围内的固定衰减水平。根据该研究,可变衰减器被用于高频应用,包括6G和超宽带,以实现显着的改进,例如减少信号传输中的失真。
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引用次数: 0
High voltage gate driver IC with integrated bootstrap circuits for floating channels supply 高压栅极驱动集成电路,用于浮动通道电源
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-12 DOI: 10.1007/s10470-025-02551-5
Guanning Wang, Yutong Liu, Yuxiang Feng, Qing Hua

Bootstrap networks are widely used to power the floating high-side of high-voltage gate drivers, yet discrete fast-recovery diodes incur forward-drop loss, reverse-recovery stress, and PCB overhead. This work presents a 600-V gate-driver IC that integrates the bootstrap path by combining a 600-V laterally diffused MOS (LDMOS) pass device, a compact on-chip charge pump, and timing logic. The logic enables the LDMOS only while the low-side switch is on, transferring the supply (VCC) to the bootstrap capacitor without diode drop or recovery-induced overshoot. Fabricated in a qualified 600-V bipolar-CMOS-DMOS (BCD) technology that employs a deep-N-well high-voltage island with P-well/buried-P guard-ring isolation, the proposed driver places the bootstrap devices along the island periphery within the standard 600-V junction-termination region, thereby preserving the rated isolation without an appreciable die-area penalty. System-level evaluation in an air-conditioner intelligent power module (IPM) full-bridge shows that with VCC = 15 V the bootstrap node (VBS) rises to nearly 15 V within 20 ms; at 0.1-V forward bias the charging current reaches 2.5 A (versus 0.25 A at 0.9 V for a conventional scheme). Compared with discrete bootstrap designs, the proposed approach removes the external high-voltage fast-recovery diode, increases attainable VBS, reduces bill-of-materials and PCB area, and improves cost relative to silicon-on-insulator solutions—suiting high-voltage motor drives, especially three-phase full bridges.

自举网络广泛用于为高压栅极驱动器的浮动高侧供电,但离散的快速恢复二极管会产生正向下降损耗、反向恢复应力和PCB开销。这项工作提出了一种600 v栅极驱动器IC,通过结合600 v横向扩散MOS (LDMOS)通路器件,紧凑的片上电荷泵和时序逻辑集成了引导路径。该逻辑仅在低侧开关打开时启用LDMOS,将电源(VCC)传输到自举电容,而不会产生二极管下降或恢复引起的超调。采用合格的600 v双极cmos - dmos (BCD)技术制造,该技术采用深n井高压岛和p井/埋p保护环隔离,所提出的驱动器将引导器件沿着岛的外围放置在标准的600 v结端区域内,从而保持额定隔离,而不会造成明显的模面积损失。某空调智能电源模块(IPM)全桥的系统级评估结果表明,当VCC = 15v时,VBS (bootstrap node)电压在20ms内上升至15v附近;在0.1 V正向偏压下,充电电流达到2.5 A(而传统方案在0.9 V时为0.25 A)。与离散自激设计相比,该方法消除了外部高压快速恢复二极管,增加了可实现的VBS,减少了材料清单和PCB面积,并且相对于适用于高压电机驱动的绝缘体上硅解决方案,特别是三相全桥,提高了成本。
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引用次数: 0
Energy and area efficient 4:2 compressor for sub-10 nm CMOS with gate work function engineered FinFETs 能量和面积高效的4:2压缩器,用于10纳米以下CMOS与栅极功函数工程finfet
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-10 DOI: 10.1007/s10470-025-02546-2
Nehru Kandasamy, Nagarjuna Telagam, Balwinder Raj, M. Arun Kumar

A novel 16T 4:2 compressor is designed using workfunction engineering (WFE), whereby variation of WF in gate contacts is applied to independently biased compact sub 10 nm ambipolar Schottky-barrier (SB) FinFETs. The SB-FinFET utilises metal-semiconductor junctions, commonly referred to as Schottky barriers. This paper uses the gate voltage to control the barrier height and width, which regulates the current through the tunnelling when the device is ON and minimises leakages when it is OFF. The FinFET offers reasonable electrostatic control and the potential for high-energy-efficient logic circuits, as well as reduced parasitic resistance and improved switching speed. The performance of the compressor circuit is enhanced by using a 3T-XOR gate with non-inverting inputs, as verified through industry-standard TCAD simulation. The device simulations were performed using Synopsys Sentaurus TCAD, which accurately models Schottky barrier contacts and ambipolar conduction characteristics. The reduction rate for area improvement of the proposed circuit is 52%, whereas the improvement in power delay product is up to 7 times. The proposed 16T ambipolar FinFET design achieves an EDAP of 228,672, orders of magnitude smaller than all conventional designs. With only 16 transistors, the circuit saves 52% area compared to traditional 4:2 compressors (36–68 transistors). Low power (1.518 µW) and moderate delay (97 ns) yield a very low energy-delay product, confirming high energy efficiency. The switching characteristics of an ambipolar-based compressor circuit demonstrate that WFE in independent-biased SB-FinFETs can simultaneously direct sub-10 nm logic design to an optimised data path system without degradation in energy performance, saving area, and power.

利用工作函数工程(WFE)设计了一种新型的16T 4:2压缩器,将栅极触点WF的变化应用于独立偏置的紧凑的亚10nm双极肖特基势垒(SB) finfet。SB-FinFET利用金属-半导体结,通常被称为肖特基势垒。本文利用栅极电压来控制势垒的高度和宽度,从而在器件开启时调节通过隧道的电流,在器件关闭时使漏极最小化。FinFET提供合理的静电控制和高能效逻辑电路的潜力,以及降低寄生电阻和提高开关速度。通过工业标准TCAD仿真验证,通过使用无反相输入的3T-XOR门,压缩机电路的性能得到了增强。该器件的仿真使用Synopsys Sentaurus TCAD进行,该软件精确模拟了肖特基势垒接触和双极传导特性。该电路的面积改进率降低了52%,而功率延迟积的改进高达7倍。提出的16T双极性FinFET设计实现了228,672的EDAP,比所有传统设计小几个数量级。与传统的4:2压缩器(36-68个晶体管)相比,该电路只有16个晶体管,节省了52%的面积。低功耗(1.518µW)和中等延迟(97 ns)产生非常低的能量延迟产品,确认了高能效。基于双极压缩电路的开关特性表明,独立偏置sb - finfet中的WFE可以同时将低于10 nm的逻辑设计引导到优化的数据路径系统,而不会降低能量性能,节省面积和功率。
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引用次数: 0
Design and optimization of a Quad-Tail-Cell dynamic MCML for low-power three-input logic using Taguchi and ANOVA methods 基于田口和方差分析方法的低功耗三输入逻辑四尾单元动态MCML设计与优化
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-08 DOI: 10.1007/s10470-025-02549-z
Dheeraj Singh Rajput, Bharat Choudhary, Dharmendar Boolchandani

This work introduces a novel quad-tail-cell-based Dynamic Current Mode Logic (DyCML) architecture to implement three-input logic function. Existing quad-tail-cell-based MOS Current Mode Logic (MCML) designs rely on a static current source, resulting in continuous static power dissipation. In contrast, the proposed DyCML approach eliminates the static current source and offers the advantages of dynamic logic, leading to reduced power consumption, lower delay, and minimized switching current, while supporting high-speed performance at lower supply voltages. To demonstrate the approach, a three-input XOR gate, an essential building block in digital systems, is designed and optimized using Taguchi’s design of experiments (DoE) method and ANOVA statistical analysis. The optimized design achieves 26.29 µW power dissipation, 185.5 ps propagation delay, and a power-delay product (PDP) of 4.87 fJ. The circuit is implemented and simulated in Cadence Virtuoso using GPDK 45 nm CMOS technology at a 1.1 V supply voltage. Compared to the existing quad-tail-cell-based MCML XOR gate, the proposed design delivers 34.45% lower delay, 88.26% lower power, and a 92.31% improvement in PDP. Post-layout simulations show an area of 208.98 μm², while robustness is confirmed through Monte Carlo and PVT variation analyses. The methodology is further extended to a generic gate architecture for realizing larger logic functions, such as a full adder and a 4 × 1 multiplexer.

本文介绍了一种新的基于四尾单元的动态电流模式逻辑(DyCML)架构来实现三输入逻辑功能。现有的基于四尾电池的MOS电流模式逻辑(MCML)设计依赖于静态电流源,导致持续的静态功耗。相比之下,所提出的DyCML方法消除了静态电流源,并提供了动态逻辑的优势,从而降低了功耗,降低了延迟,最小化了开关电流,同时在较低的电源电压下支持高速性能。为了演示该方法,使用田口的实验设计(DoE)方法和方差分析(ANOVA)统计分析设计和优化了数字系统中必不可少的三输入异或门。优化后的设计功耗为26.29µW,传输延迟为185.5 ps,功率延迟积(PDP)为4.87 fJ。该电路在Cadence Virtuoso中使用GPDK 45 nm CMOS技术在1.1 V电源电压下实现和仿真。与现有的基于四尾单元的MCML异或门相比,该设计的延迟降低34.45%,功耗降低88.26%,PDP提高92.31%。布局后仿真结果表明,该算法的面积为208.98 μ²,通过蒙特卡罗和PVT方差分析验证了算法的鲁棒性。该方法进一步扩展到通用门架构,以实现更大的逻辑功能,如全加法器和4 × 1多路复用器。
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引用次数: 0
OptGM: An Optimized Gate Merging Method to Mitigate NBTI in Digital Circuits OptGM:一种减少数字电路中NBTI的优化门合并方法
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-05 DOI: 10.1007/s10470-025-02550-6
Amir M. Hajisadeghi, Maryam Ghane, Hamid R. Zarandi

This paper presents OptGM, an optimized gate merging method designed to mitigate negative bias temperature instability (NBTI) in digital circuits. First, the proposed approach effectively identifies NBTI-critical internal nodes—those with a signal probability exceeding a predefined threshold. Next, based on the proposed optimized algorithm, the sensitizer gate—which drives the critical node—and the sensitive gate, which is fed by it, are merged into a new complex gate. This complex gate preserves the original logic while eliminating NBTI-critical nodes. Finally, to evaluate the effectiveness of OptGM, we assess it on several combinational and sequential benchmark circuits. Simulation results demonstrate that, on average, the number of NBTI-critical transistors (i.e., PMOS transistors connected to critical nodes), NBTI-induced delay degradation, and the total transistor count are reduced by 89.3%, 24%, and 7%, respectively. Furthermore, OptGM enhances performance per cost (PPC) by 12.8% on average, with minimal area overhead.

针对数字电路中的负偏置温度不稳定性(NBTI),提出了一种优化的OptGM门合并方法。首先,该方法有效地识别出信号概率超过预定义阈值的nbti关键内部节点。然后,基于所提出的优化算法,将驱动关键节点的敏化门和由敏化门馈电的敏化门合并为一个新的复杂门。这种复杂的门保留了原始逻辑,同时消除了nbti关键节点。最后,为了评估OptGM的有效性,我们在几个组合和顺序基准电路上对其进行了评估。仿真结果表明,平均而言,nbti关键晶体管(即连接到关键节点的PMOS晶体管)的数量、nbti引起的延迟退化和总晶体管数量分别减少了89.3%、24%和7%。此外,OptGM以最小的面积开销,将每成本性能(PPC)平均提高了12.8%。
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引用次数: 0
Impact of charge trapping on low frequency noise characteristics in nanoscale L-shaped TFET 电荷俘获对纳米l型TFET低频噪声特性的影响
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-05 DOI: 10.1007/s10470-025-02547-1
Sweta Chander, Sanjeet Kumar Sinha, Ashish Kumar Singh

In this work a detailed comprehensive study of single charge trap (SCT) induced random telegraph noise (RTN) in homo-junction, and hetero-junction single-gate (SG) and L_shaped tunnel field-effect-transistor (LTFET) are reported. Using TCAD simulations, relative RTN amplitude of SCT located at three different locations i.e. at oxide-channel interface, channel, and in source region is performed for all the structures. In hetero-junction TFET, the presence of more charge carriers reduces the impact of SCT on device characteristics as compared to homo-junction TFET. Also, it has been found that on reducing the gate length, the drain-current reduces as a results of the rapid reduction in electron band-to-band (BTB) generation rate at the tunneling junction. Furthermore, the relative RTN amplitude dependence on different parameters like doping variation, temperature variation, work function variation, and gate tunneling was carried out and the study states that the SCT located at interface and channel shows maximum impact on device characteristics followed by the SCT located in source. The SCT located at tunneling junction shows maximum RTN amplitude because of the exponential dependence of tunneling current on critical tunneling path. The proposed hetero-junction LTFET shows good performance like high ION of 1.39 × 10− 4 A/µm, low IOFF of 7.56 × 10–12 A/µm, and high ION/IOFF ratio of 108. Furthermore, the presence of more number of carriers in LTFET screens the trap charges more effectively, and hence relative RTN amplitude is also less.

本文对单电荷阱(SCT)在同质结、异质结单栅(SG)和l形隧道场效应晶体管(LTFET)中引起的随机电报噪声(RTN)进行了详细的综合研究。利用TCAD模拟,对所有结构在三个不同位置(即氧化物通道界面、通道和源区域)的SCT的相对RTN振幅进行了计算。在异质结TFET中,与同质结TFET相比,更多载流子的存在减少了SCT对器件特性的影响。此外,还发现当栅极长度减小时,漏极电流会由于隧穿结处电子带对带(BTB)产生速率的快速降低而减小。此外,我们还研究了RTN振幅对掺杂变化、温度变化、功函数变化和栅极隧道开挖等不同参数的相对依赖关系。研究表明,位于界面和通道的SCT对器件特性的影响最大,其次是位于源的SCT。由于隧道电流与关键隧道路径呈指数关系,位于隧道结的SCT显示出最大的RTN振幅。所设计的异质结LTFET具有高离子1.39 × 10−4 A/µm、低IOFF 7.56 × 10 - 12 A/µm、高离子/IOFF比108的优良性能。此外,LTFET中更多载流子的存在更有效地屏蔽了陷阱电荷,因此相对RTN振幅也更小。
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引用次数: 0
RF/Analog performance analysis of LTFET device under ambient temperature variation 环境温度变化下LTFET器件的射频/模拟性能分析
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-02 DOI: 10.1007/s10470-025-02548-0
Sweta Chander, Sanjeet Kumar Sinha

In this reported manuscript an extensive simulated study of LTFET (L-shaped Tunneling-Field-Effect-Transistor) using sentaurus TCAD simulator is presented. The reported LTFET device with 20 nm of channel length exhibits a high ION and low IOFF of 1.08 × 10–4 A/µm and of 1.57 × 10–14 A/µm respectively, with the high ION/IOFF ratio of 1010. The SS (sub-threshold slope) for the device is observed as 25 mV/dec at the room temperature. The range of temperature considered for analyzed the Gaussian traps effect between channel and oxide layer is from 250 K to 350 K. The various device analysis has been performed such as DC & AC analysis, noise analysis and linearity analysis while varying the temperature. The results exhibit the small variation on all electrical parameters on which figure of merits depends with the variation of temperature from 250 K to 350 K. The current and voltage noise spectral density also has been reported for the proposed device with variation of temperature and the change is observed from 2.12 × 10–26 A2/Hz to 2.42 × 10–20 A2/Hz for noise spectral density and from 1.79 × 10–11 V2/Hz to 1.97 × 10− 5 V2/Hz for voltage noise spectral density. The device reliability observation for LTFET device suggested that the small variation in all the device parameters in the temperature range of 250 K to 350 K.

本文采用sentaurus TCAD模拟器对l型隧道场效应晶体管(LTFET)进行了广泛的模拟研究。所报道的通道长度为20 nm的LTFET器件的高离子和低IOFF分别为1.08 × 10-4 a /µm和1.57 × 10-14 a /µm,高离子/IOFF比为1010。在室温下观察到该器件的SS(亚阈值斜率)为25 mV/dec。分析沟道与氧化层间高斯阱效应所考虑的温度范围为250k ~ 350k。在温度变化的情况下,进行了各种器件分析,如直流和交流分析、噪声分析和线性分析。结果表明,在250k到350k的温度范围内,各电学参数的变化都很小。该器件的电流和电压噪声谱密度随温度的变化也有报道,噪声谱密度从2.12 × 10 - 26 A2/Hz变化到2.42 × 10 - 20 A2/Hz,电压噪声谱密度从1.79 × 10 - 11 V2/Hz变化到1.97 × 10 - 5 V2/Hz。对LTFET器件的可靠性观察表明,在250 ~ 350 K温度范围内,器件各项参数变化较小。
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引用次数: 0
An energy efficient approximate CNTFET based full adders with GDI technique for image processing applications 基于GDI技术的节能近似CNTFET全加法器的图像处理应用
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-02 DOI: 10.1007/s10470-025-02544-4
H. K. Raghu Vamsi Kudulla, Sankranti Srinivasa Rao

Approximate computing has appeared as a good solution to limited energy, error-tolerant applications like image processing with a trade-off between efficiency and accuracy. This paper introduces three new approximate full adder (AFA) circuits—prop_AFA1, prop_AFA2, and prop_AFA3 based on carbon nanotube field-effect transistor (CNTFET) technology and the gate diffusion input (GDI) method, incorporating dynamic-threshold (DT) control to enhance stability and performance. The designs realise impressive reductions in transistor count (6–8 per cell), leading to considerable improvements in power, delay, power-delay product (PDP), and power-delay-area product (PDAP) over the currently known AFAs. Prop_AFA1 gives the overall best performance with 22 nW power, 2.64 aJ PDP, and 126.7 PDAP units in 8-bit RCAs with 96.44% PDAP improvement over GDI_AFA. Prop_AFA3 has 68.5% reduced power and 92.8% reduced PDAP compared to NxFA. The NMED values are 0.243, 0.167, and 0.272 for prop_AFA1, prop_AFA2, and prop_AFA3, respectively, of which prop_AFA2 gives maximum output accuracy. Upon incorporation into 8-bit and 16-bit RCAs and tested in image smoothness filters, the proposed architectures demonstrate higher PDP, with prop_AFA1 being superior to prop_AFA2 by 50% and prop_AFA2 performing better than prop_AFA3 by 78.6%. These findings identify the proposed AFAs as viable contenders for next-generation low-power, high-efficiency VLSI systems for approximate arithmetic and image processing computations.

近似计算作为一种很好的解决方案出现在能量有限、容错的应用中,比如在效率和精度之间进行权衡的图像处理。本文介绍了基于碳纳米管场效应晶体管(CNTFET)技术和栅极扩散输入(GDI)方法的三种近似全加法器(AFA)电路prop_afa1、prop_AFA2和prop_AFA3,并结合动态阈值(DT)控制来提高稳定性和性能。该设计实现了令人印象深刻的晶体管数量减少(每个单元6-8个),导致功率、延迟、功率延迟产品(PDP)和功率延迟面积产品(PDAP)比目前已知的afa有了相当大的改进。Prop_AFA1在8位rca中具有最佳性能,功率为22 nW, PDP为2.64 aJ, PDAP为126.7单元,PDAP比GDI_AFA提高96.44%。与NxFA相比,Prop_AFA3功耗降低68.5%,PDAP降低92.8%。prop_AFA1、prop_AFA2和prop_AFA3的NMED值分别为0.243、0.167和0.272,其中prop_AFA2的输出精度最高。结合8位和16位rca并在图像平滑滤波器中进行测试后,所提出的架构显示出更高的PDP, prop_AFA1优于prop_AFA2 50%, prop_AFA2优于prop_AFA3 78.6%。这些发现确定了所提出的AFAs是下一代低功耗,高效的VLSI系统的可行竞争者,用于近似算法和图像处理计算。
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引用次数: 0
Voiceprint revolution: a self-attention augmented Wasserstein generative adversarial network with hybrid frilled Lizard Humboldt squid optimization framework for speaker recognition 声纹革命:基于混合褶边蜥蜴洪堡乌贼的自关注增强Wasserstein生成对抗网络的说话人识别优化框架
IF 1.4 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-12-02 DOI: 10.1007/s10470-025-02529-3
T. Rajesh Kumar, C. Karthikeyan, E. Rajesh Kumar, N. Nirmal Singh

Speaker recognition (SR) refers to the means of personification through voice distinctiveness and it has been studied over many decades. Recently, owing to new advancements, SR has become a popular domain for study. The paper introduces the Self-Attention Augmented Wasserstein Generative Adversarial Network (SAA-WGAN) model along with the Hybrid Frilled Lizard Humboldt Squid Optimizer to be used on SR. It aims to recognize a speaker by extracting audio signals of voiceprints from a public dataset, followed by a model called Multi-Layer Adaptive Guided Side Window Box Filtering, applied for noise elimination in audio samples. After which, relevant features are extracted from the input signal using Fast Discrete Curvelet Transform (FDCT). In addition, the Fennec Fox optimization (FFO) model selects the most beneficial features. Then, the selected features are used by SAA-WGAN to perform SR based on speaker ID identification corresponding to each input voiceprint. To enhance the weight parameters of the SAA-WGAN model, a Hybrid Frilled Lizard Humboldt Squid Optimization Model (Hyb-FL-HSO) is proposed, combining optimization models such as FLO and HSOA. The suggested technique is implemented in Python. The strategy’s efficacy is comprehensively evaluated using evaluation metrics like accuracy, Matthew’s correlation coefficient (MCC), recall, kappa coefficient (KC), positive predictive value (PPV), and computation time (CT) and it is compared with other conventional methods. The overall accuracy of 98.9%, MCC of 96.9%, recall of 98.5%, and CT of 190.21s on enhancing the performance of SR.

说话人识别(SR)是指通过声音的独特性来实现人格化的方法,已经被研究了几十年。最近,由于新的进展,SR已经成为一个流行的研究领域。本文介绍了自注意增强Wasserstein生成对抗网络(SAA-WGAN)模型以及用于sr的Hybrid Frilled Lizard Humboldt Squid优化器。该模型旨在通过从公共数据集中提取声纹音频信号来识别说话人,然后使用多层自适应引导侧窗框滤波模型来消除音频样本中的噪声。然后,使用快速离散曲线变换(FDCT)从输入信号中提取相关特征。此外,Fennec Fox优化(FFO)模型选择了最有利的特征。然后,SAA-WGAN利用所选特征对每个输入声纹对应的说话人ID进行SR识别。为了增强SAA-WGAN模型的权重参数,结合FLO和HSOA优化模型,提出了一种混合褶边蜥蜴洪boldt鱿鱼优化模型(Hyb-FL-HSO)。建议的技术是用Python实现的。采用准确率、马修相关系数(MCC)、召回率、卡帕系数(KC)、阳性预测值(PPV)、计算时间(CT)等评价指标对该策略的有效性进行综合评价,并与其他常规方法进行比较。总体正确率为98.9%,MCC为96.9%,召回率为98.5%,CT为190.21s。
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引用次数: 0
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Analog Integrated Circuits and Signal Processing
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