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Design an energy efficient pulse triggered ternary flip flops with Pseudo NCFET logic 利用伪 NCFET 逻辑设计高能效脉冲触发三元触发器
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-06 DOI: 10.1007/s10470-023-02236-x
Sudha Vani Yamani, M. V. S. RamPrasad, Gundala Dinesh, Eegala Yamini Yeshaswila, Chelluri Ravi Teja, Botta Lokesh

In electronic systems, flip-flops (FFs) are one of the fundamental elements that are used in high-performance processors. With the scaling of CMOS, occurs serious challenges such as higher leakage currents and higher static power consumption have been raised in high-performance circuits. Therefore, to address these issues, we explored carbon nanotube field effect transistors (CNTFETs) with multi-valued logic (MVL). In this paper, we designed an energy-efficient Pulse triggered Ternary Flip Flops (P-TFF) such as Data Close to Output (P-DCO-TFF), Signal Feed Through (P-SFT-TFF), and Delay (P-D-TFF) with pseudo NCFET (N-channel CNTFET) logic. These flip-flops use ternary logic, which is 0, Vdd/2, and Vdd as logic 0, 1, and 2, respectively. The complete design is done by the stanford 32 nm CNTFETs. The simulations are performed and waveforms are obtained in Cadence Virtuoso Software. We found that the suggested pulse-triggered TFFs performed better than the conventional ternary FF (C-TFF) structure in terms of energy, delay, and power. This simulation result shows 17.8%, 14%, and 47.7% energy reduction in P-SFT-TFF, P-DCO-TFF, and P-D-TFF, respectively, compared with C-TFF structure. Also performed the Monte Carlo Simulations to these proposed TFF designs. The P-D-TFF exhibits very efficient results in terms of delay, energy, and power consumption. This article also simulated the Ternary Universal Shift Register (TUSR) with Proposed P-D-TFF.

在电子系统中,触发器(FF)是用于高性能处理器的基本元件之一。随着 CMOS 技术的发展,高性能电路面临着更大的漏电流和更高的静态功耗等严峻挑战。因此,为了解决这些问题,我们探索了具有多值逻辑(MVL)的碳纳米管场效应晶体管(CNTFET)。在本文中,我们利用伪 NCFET(N 沟道 CNTFET)逻辑设计了一种高能效脉冲触发三元触发器(P-TFF),如数据接近输出(P-DCO-TFF)、信号馈通(P-SFT-TFF)和延迟(P-D-TFF)。这些触发器采用三元逻辑,即 0、Vdd/2 和 Vdd 分别为逻辑 0、1 和 2。整个设计由斯坦福 32 纳米 CNTFET 完成。在 Cadence Virtuoso 软件中进行了仿真并获得了波形。我们发现,就能量、延迟和功率而言,建议的脉冲触发 TFF 比传统的三元 FF(C-TFF)结构性能更好。模拟结果显示,与 C-TFF 结构相比,P-SFT-TFF、P-DCO-TFF 和 P-D-TFF 的能量分别降低了 17.8%、14% 和 47.7%。此外,还对这些拟议的 TFF 设计进行了蒙特卡罗模拟。P-D-TFF 在延迟、能量和功耗方面表现出非常高效的结果。本文还利用拟议的 P-D-TFF 模拟了三元通用移位寄存器(TUSR)。
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引用次数: 0
A phase noise filter for RF oscillators 用于射频振荡器的相位噪声滤波器
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-05 DOI: 10.1007/s10470-024-02249-0
Debdut Biswas

In this work, a phase noise reduction architecture for standalone oscillators is presented. The oscillator phase is divided and a voltage is generated by a type-I phase detector, which is compared with an ideal voltage to change the phase of the oscillator. Analysis shows that the loop parameters aid in phase noise suppression. The design is done in CMOS 90 nm technology for a 1 GHz ring oscillator. Post-layout simulations show that phase noise suppression is about 13 dB at 100 MHz offset for a division ratio of 2.

摘要 本文介绍了一种用于独立振荡器的相位噪声降低结构。振荡器相位被分割,并由 I 型相位检测器产生一个电压,将其与理想电压进行比较,从而改变振荡器的相位。分析表明,环路参数有助于抑制相位噪声。该设计采用 CMOS 90 纳米技术,适用于 1 GHz 的环形振荡器。布局后仿真显示,在分频比为 2 的情况下,100 MHz 偏移时的相位噪声抑制约为 13 dB。
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引用次数: 0
Frequency reconfigurable antenna array modelling based on MoM-GEC method for RFID, WiMax and WLAN applications 基于 MoM-GEC 方法的频率可重构天线阵列建模,适用于 RFID、WiMax 和 WLAN 应用
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-03 DOI: 10.1007/s10470-023-02244-x
Heithem Helali, Mourad Aidi, Taoufik Aguili

Technology is advancing daily, and it has impacted almost every aspect of our lives. We show that growth in the number of miniaturized communications systems that are covering different wireless services can achieve a wide frequency range. The present work aims to propose a new rigorous formulation to model a reconfigurable array system used for different wireless applications. The studied structure consists of a reconfigurable antenna array composed of parallel microstrip antennas excited by localized voltage sources and commanded by located PIN diodes. Diodes are used to adjust the length of the radiating element in order to shift the resonant frequency. The proposed formulation consists to combine the moment method and generalized equivalent circuit’s method (MoM-GEC) to model the antenna array. The PIN diode is considered in the mathematical formulation by an impedance surface model. The input impedance, the reflection parameter (({S}_{11})) and the current distribution density obtained with this method are presented and discussed. The results were in close agreement with those obtained by software simulation. The obtained results offer the possibility to generate various modes governed by a decision tree. Thus, these modes are related to different resonant frequencies suitable for RFID, WiMax and WLAN applications with a large bandwidth reaching 526 MHz.

科技日新月异,几乎影响到我们生活的方方面面。我们的研究表明,覆盖不同无线服务的微型通信系统数量的增长可以实现宽频率范围。本研究旨在提出一种新的严格表述方法,为用于不同无线应用的可重构阵列系统建模。所研究的结构包括一个可重构天线阵列,由局部电压源激励的平行微带天线和定位 PIN 二极管指令组成。二极管用于调整辐射元件的长度,以移动谐振频率。建议的公式包括结合矩量法和广义等效电路法(MoM-GEC)来建立天线阵列模型。在数学公式中,PIN 二极管是通过阻抗面模型来考虑的。本文介绍并讨论了用这种方法得到的输入阻抗、反射参数(({S}_{11}))和电流分布密度。结果与软件模拟得到的结果非常一致。获得的结果提供了生成由决策树控制的各种模式的可能性。因此,这些模式与不同的谐振频率有关,适合 RFID、WiMax 和 WLAN 应用,带宽高达 526 MHz。
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引用次数: 0
A 12.5 Gb/s 1.38 mW all-inverter-based optical receiver with multi-stage feedback TIA and continuous-time linear equalizer 基于全变频器的 12.5 Gb/s 1.38 mW 光接收器,带多级反馈 TIA 和连续时间线性均衡器
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-03 DOI: 10.1007/s10470-024-02248-1
Peng Yan, Chaerin Hong, Po-Hsuan Chang, Hyungryul Kang, Dedeepya Annabattuni, Ankur Kumar, Yang-Hang Fan, Ruida Liu, Ramy Rady, Samuel Palermo

An optical receiver employs an all-inverter-based front-end design that provides maximum transconductance for a given power supply and allows for ultra-low power consumption. The feedback transimpedance amplifier (TIA) input stage utilizes a multi-stage amplifier to achieve a dramatic increase in feedback resistance and lower input-referred noise. Cascading an inverter-based active inductor continuous-time linear equalizer provides frequency peaking to compensate the input stage TIA that is intentionally designed with a reduced bandwidth to achieve adequate sensitivity at low power. Fabricated in 28 nm CMOS, the 12.5 Gb/s optical receiver achieves (-)10.7 dBm OMA sensitivity at 0.11 pJ/bit energy efficiency and occupies only 720 (upmu text {m}^{2}) area.

一种光接收器采用了基于全变频器的前端设计,可在给定电源条件下提供最大跨导,实现超低功耗。反馈跨阻抗放大器 (TIA) 输入级采用多级放大器,以大幅增加反馈电阻和降低输入参考噪声。级联基于逆变器的有源电感连续时间线性均衡器可提供频率峰值,以补偿输入级 TIA。12.5 Gb/s光接收器采用28 nm CMOS制造,在0.11 pJ/bit能效下实现了10.7 dBm OMA灵敏度,仅占用720 (upmu text {m}^{2})面积。
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引用次数: 0
Fetal echogenic bowel: Is there a national consensus on identification and reporting? 胎儿回声肠:是否已就识别和报告达成全国共识?
IF 4.5 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-02-01 Epub Date: 2023-04-20 DOI: 10.1177/1742271X231164951
Trudy Jane Sevens, Trish Chudleigh

Introduction: Saving Babies' Lives Care Bundle Version 2 highlights the importance of correct identification and reporting of echogenic bowel to improve maternal and newborn outcomes. Yet there is no national consensus to guide sonographers in identifying and reporting fetal echogenic bowel. This two-phase study aims to develop a national consensus to guide sonographers on the identification, classification and reporting of fetal echogenic bowel during the Fetal Anomaly Screening Programme (FASP) second trimester anomaly scan. Phase 1 results are presented capturing the national current practice of sonographers in its identification.

Methods: An online questionnaire survey was deployed to capture numerical and free text data. Data analysis was by descriptive statistics. Participants were recruited via social media and through professional networks and organisations.

Results: A total of 95 participants completed the questionnaire during an 11-week period. Common practice across England included sonographers using a subjective method for identifying fetal echogenic bowel and making comparisons to fetal bone. However, there was wide variance in the fetal bone used and the transducer frequency typically used to assess bowel echogenicity. Confirmation of echogenic bowel was made at the 20-week scan in 58% of cases, 32% following fetal medicine department review with the remaining 10% unsure when confirmation occurred.

Conclusion: While there is common practice in identifying and report echogenic fetal bowel in some areas, there remains disparity within sonographer practice in England's national screening service. This study allowed baseline data to be collated, providing the first steps towards development of guidance for sonographers in identifying and reporting this appearance.

导言:拯救婴儿生命护理包第二版》强调了正确识别和报告回声肠道对改善孕产妇和新生儿预后的重要性。然而,目前还没有全国性的共识来指导超声技师识别和报告胎儿肠回声。本研究分两个阶段进行,旨在制定一项全国共识,以指导超声技师在胎儿异常筛查计划(FASP)第二孕期异常扫描中识别、分类和报告胎儿回声肠管。第一阶段的结果反映了全国超声技师在识别胎儿肠道回声方面的现行做法:方法:采用在线问卷调查的方式获取数字和自由文本数据。数据分析采用描述性统计方法。参与者是通过社交媒体、专业网络和组织招募的:结果:在为期 11 周的时间内,共有 95 名参与者完成了问卷调查。英格兰各地的普遍做法包括超声技师使用主观方法识别胎儿肠道回声并与胎儿骨骼进行比较。然而,用于评估肠道回声的胎儿骨骼和探头频率存在很大差异。58%的病例在20周扫描时确认肠道回声,32%在胎儿医学科复查后确认,其余10%不确定何时确认:结论:虽然在某些地区识别和报告胎儿肠道回声的做法很普遍,但在英格兰国家筛查服务中,超声技师的做法仍存在差异。这项研究整理了基线数据,为超声技师制定识别和报告这种表现的指南迈出了第一步。
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引用次数: 0
Design and simulation of a new current mirror circuit with low power consumption and high performance and output impedance 低功耗、高性能和高输出阻抗新型电流镜电路的设计与仿真
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-01-31 DOI: 10.1007/s10470-023-02243-y
Yuping Li, Haihua Wang, Mohammad Trik

Analog and digital integrated circuit performance has greatly benefited by the shrinking of semiconductor fabrication technology components. In order to reduce the size of the transistors, it is obvious that the speed of the circuits must increase and the supply voltage must decrease. Although this decreases the power consumption of the circuits, it typically reduces the characteristics of analog circuits, such as dynamic range and output resistance. The gift In this study, a novel wide bandwidth current mirror with low power consumption, low voltage, and super high voltage swing are given. The proposed design calls for a current mirror bandwidth of 168 MHz. Additionally, the output impedance for the proposed circuit, which is exceptionally high and is close to 175 MΩ according to the simulation results, guarantees the high accuracy of the suggested current mirror current. The suggested circuit design's low power consumption of 42.4 μW, lowest output voltage of 100 mV, and maximum swing limit of 850 mV all demonstrate that they are ideally suited for low power/operational voltage applications and ultra-low voltage circuit design. And resists less-than-ideal PVT circumstances. The capability of this technique to achieve high-speed current mirror and high-current driving capabilities with few accuracy or power performance restrictions is demonstrated in this work. It is implemented in 0.18 m AMS CMOS technology with a 1 V supply voltage and offers a high output current with a relative current copy error of 2% and a maximum settling time of 2–4 ns, making it well suited for the implementation of quick and balanced multipole current sources.

半导体制造技术元件的缩小大大提高了模拟和数字集成电路的性能。为了缩小晶体管的尺寸,显然必须提高电路的速度,降低电源电压。虽然这会降低电路的功耗,但通常会降低模拟电路的特性,如动态范围和输出电阻。礼物 在本研究中,给出了一种新型宽带电流镜,具有低功耗、低电压和超高电压摆幅。所提出的设计要求电流镜的带宽为 168 MHz。此外,根据仿真结果,建议电路的输出阻抗非常高,接近 175 MΩ,保证了建议电流镜电流的高精度。建议电路设计的功耗低至 42.4 μW,最低输出电压为 100 mV,最大摆幅限制为 850 mV,这些都表明它们非常适合低功耗/工作电压应用和超低电压电路设计。并能抵御不太理想的 PVT 情况。这项技术能够实现高速电流镜和大电流驱动功能,且几乎没有精度或功率性能限制,这一点在本作品中得到了证明。它采用 0.18 m AMS CMOS 技术实现,电源电压为 1 V,输出电流大,相对电流复制误差为 2%,最大稳定时间为 2-4 ns,非常适合实现快速、平衡的多极电流源。
{"title":"Design and simulation of a new current mirror circuit with low power consumption and high performance and output impedance","authors":"Yuping Li,&nbsp;Haihua Wang,&nbsp;Mohammad Trik","doi":"10.1007/s10470-023-02243-y","DOIUrl":"10.1007/s10470-023-02243-y","url":null,"abstract":"<div><p>Analog and digital integrated circuit performance has greatly benefited by the shrinking of semiconductor fabrication technology components. In order to reduce the size of the transistors, it is obvious that the speed of the circuits must increase and the supply voltage must decrease. Although this decreases the power consumption of the circuits, it typically reduces the characteristics of analog circuits, such as dynamic range and output resistance. The gift In this study, a novel wide bandwidth current mirror with low power consumption, low voltage, and super high voltage swing are given. The proposed design calls for a current mirror bandwidth of 168 MHz. Additionally, the output impedance for the proposed circuit, which is exceptionally high and is close to 175 MΩ according to the simulation results, guarantees the high accuracy of the suggested current mirror current. The suggested circuit design's low power consumption of 42.4 μW, lowest output voltage of 100 mV, and maximum swing limit of 850 mV all demonstrate that they are ideally suited for low power/operational voltage applications and ultra-low voltage circuit design. And resists less-than-ideal PVT circumstances. The capability of this technique to achieve high-speed current mirror and high-current driving capabilities with few accuracy or power performance restrictions is demonstrated in this work. It is implemented in 0.18 m AMS CMOS technology with a 1 V supply voltage and offers a high output current with a relative current copy error of 2% and a maximum settling time of 2–4 ns, making it well suited for the implementation of quick and balanced multipole current sources.</p></div>","PeriodicalId":7827,"journal":{"name":"Analog Integrated Circuits and Signal Processing","volume":"119 1","pages":"29 - 41"},"PeriodicalIF":1.2,"publicationDate":"2024-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139645482","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An improved 1.8 V 4.05 ppm/°C curvature corrected bandgap reference circuit 改进型 1.8 V 4.05 ppm/°C 曲率校正带隙基准电路
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-01-30 DOI: 10.1007/s10470-023-02234-z
Anushree, Jasdeep Kaur

In this paper a curvature corrected bandgap reference circuit is presented which uses folded cascode operation amplifier using beta multiplier as a constant current source. It consists of PTAT current generation circuit and CTAT current generation circuit as two major subparts. The proposed design produces reference voltage of 701.78 mV with temperature coefficient of 4.05 ppm/°C for the temperature range of – 40 to 125 °C.The value of power consumed by the circuit is 86.135 µW at 1.8 V supply voltage. For proposed design the value of power supply rejection ratio is − 60.53 dB for frequency range of 100 Hz to 100 kHz. All simulation results are obtained in cadence virtuoso using SCL 180 nm CMOS technology.

本文介绍了一种曲率校正带隙基准电路,它使用贝塔乘法器作为恒流源,采用折叠式级联运算放大器。它由 PTAT 电流发生电路和 CTAT 电流发生电路两个主要子部分组成。在 - 40 至 125 °C 的温度范围内,拟议设计产生的基准电压为 701.78 mV,温度系数为 4.05 ppm/°C。在 100 Hz 至 100 kHz 的频率范围内,拟议设计的电源抑制比值为 - 60.53 dB。所有仿真结果均采用 SCL 180 nm CMOS 技术在 cadence virtuoso 中获得。
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引用次数: 0
A programmable gain amplifier based on a two-level CNTFET op amp with optimized trans-conductance to drain current ratio 基于具有优化跨导与漏极电流比的两级 CNTFET 运算放大器的可编程增益放大器
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-01-28 DOI: 10.1007/s10470-023-02239-8
J. Shailaja, V. S. V. Prabhakar

A cardiac biomarker (CB) is an important substance released into the blood during heart damage. CB measurements help in the detection of concentric levels in cardiac troponin I. The increased troponin level in the blood can lead to the major cause of cardiac injury. Hence it is necessary to monitor the troponin level of blood. Accurate troponin I detection sensors detect the troponin level in blood. The biosensor signal is converted into an electrical signal of very low voltages. However, these electrical signals are too low. Hence, a bio-medical amplifier is introduced with analog to digital converters and compressors to amplify, capture, transfer and digitize the biosensor signal with less power and area consumption. A bio-amplifier is presented with programmable bandwidth and gain, but the task is challenging. Hence, a fully balanced bio-medical gain amplifier using a two-level CNTFET based operational amplifier (op-amp) (BGA-2C-opamp) is proposed in this work. This particular work uses two stages of CNTFET-based op-amp and presents an input capacitor for blocking the DC offset voltages. This coupling input capacitor operates the bio-medical amplifier gain using an extra load capacitor at the output. The coupling feedback resistor and capacitor are used in this amplification stage to provide a small pole frequency. The proportion of input and the feedback capacitors determines the gain of the amplification stage. To develop a two stage CNTFET-based op-amps, the trans-conductance to drain current ratio measurement is used in this case. Moreover, the bias currents of the quasi-resistors used in the feedback circuit are adjusted to achieve the cut-off programmability. The proposed BGA-2C op-amps are carried out in the cadence Virtuoso tool and analyze the proposed system’s effectiveness in magnitude response, phase response, transient response, gain, total harmonic distortion, input referred noise, phase margin, common mode rejection ratio and power supply rejection ratio. In addition to this, the performance measures of delay (D), power (p) and power delay product are examined under different chirality vectors; also, the Monte Carlo analysis is examined.

摘要 心脏生物标志物(CB)是心脏受损时释放到血液中的一种重要物质。CB 测量有助于检测心肌肌钙蛋白 I 的浓度水平。因此,有必要监测血液中的肌钙蛋白水平。精确的肌钙蛋白 I 检测传感器可检测血液中的肌钙蛋白水平。生物传感器信号会转换成电压很低的电信号。然而,这些电信号的电压太低。因此,生物医学放大器与模数转换器和压缩器配合使用,以较小的功率和面积消耗放大、捕获、传输生物传感器信号并将其数字化。生物放大器具有可编程带宽和增益,但这项任务具有挑战性。因此,本研究提出了一种使用基于 CNTFET 的两级运算放大器(BGA-2C-opamp)的全平衡生物医学增益放大器。这项特殊的工作使用了两级 CNTFET 运算放大器,并提出了一个用于阻断直流偏移电压的输入电容器。该耦合输入电容器在输出端使用额外的负载电容器操作生物医学放大器增益。耦合反馈电阻器和电容器用于该放大级,以提供较小的极点频率。输入电容和反馈电容的比例决定了放大级的增益。为了开发基于 CNTFET 的两级运算放大器,本例采用了跨导与漏极电流比测量方法。此外,还调整了反馈电路中使用的准电阻的偏置电流,以实现截止可编程性。在 cadence Virtuoso 工具中对所提出的 BGA-2C 运算放大器进行了幅值响应、相位响应、瞬态响应、增益、总谐波失真、输入参考噪声、相位裕度、共模抑制比和电源抑制比分析。此外,还研究了不同手性向量下的延迟 (D)、功率 (p) 和功率延迟乘积的性能指标;还研究了蒙特卡罗分析。
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引用次数: 0
A low-power 10Gb/s CMOS clock and data recovery circuit with a quarter-rate phase detector 带有四分之一速率相位检测器的低功耗 10Gb/s CMOS 时钟和数据恢复电路
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-01-25 DOI: 10.1007/s10470-023-02242-z
Hamed Safari, Hassan Faraji Baghtash, Esmaeil Najafi Aghdam

A low-power clock and data recovery circuit with a quarter rate operating at 10 GHz is presented. This circuit consists of a phase lock loop and an input data retiming circuit. The phase-locked loop includes an LC oscillator, a quarter-rate detector, a charge pump, and a low-pass filter. The output of the oscillator is applied to a two-bit counter, so the clock frequency is reduced to 2.5 GHz with eight different phases which applied to the phase detector to sample the input data in different phases. Each sampling is done in 12.5 picoseconds. The innovative application of this two-bit counter eliminates the requirement of the multiphase oscillator, thus helps to reduce overall power dissipation. The power consumption of the voltage control oscillator is about 5.83 mW. In addition, reducing the clock frequency improves the performance of the phase detector circuit. The total power dissipation of the proposed CDR is evaluated to be 10.9 mW from a 1.8 V supply.

本文介绍了一种低功耗时钟和数据恢复电路,其四分频工作频率为 10 GHz。该电路由锁相环和输入数据重定时电路组成。锁相环包括一个 LC 振荡器、一个四分之一速率检测器、一个电荷泵和一个低通滤波器。振荡器的输出被应用于一个两位计数器,因此时钟频率被降低到 2.5 GHz,八个不同的相位被应用于相位检测器,以不同的相位对输入数据进行采样。每次采样的时间为 12.5 皮秒。这种两比特计数器的创新应用消除了对多相振荡器的要求,从而有助于降低总体功耗。电压控制振荡器的功耗约为 5.83 毫瓦。此外,降低时钟频率还能提高相位检测器电路的性能。经评估,在 1.8 V 电源电压下,拟议 CDR 的总功耗为 10.9 mW。
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引用次数: 0
A hybrid ensemble voting-based residual attention network for motor imagery EEG Classification 用于运动图像脑电图分类的基于剩余注意力的混合集合投票网络
IF 1.2 4区 工程技术 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-01-24 DOI: 10.1007/s10470-023-02240-1
K. Jindal, R. Upadhyay, H. S. Singh

Multi-class motor imagery Electroencephalography (EEG) activity decoding has always been challenging for the development of Brain Computer Interface (BCI) system. Deep learning has recently emerged as a powerful approach for BCI system development using EEG activity. However, the EEG activity analysis and classification should be robust, automated and accurate. Currently, available BCI systems perform well for binary task identification whereas, multi-class classification of EEG activity for BCI applications is still a challenging task. In this work, a hybrid residual attention ensemble voting classifier model is developed for EEG-based Motor Imagery-Brain Computer Interface (MI-BCI) task classification. The Time–Frequency Representation (TFR) of the multi-class EEG activity is generated using Transient Extracting Transform. The TFR spectrogram images are input to the designed residual attention ensemble voting classifier model for training and classification purposes. The model is evaluated using different fusion strategies viz. feature-level and score-level fusion of layers. The proposed model is evaluated on two MI-BCI datasets, BCI competition IV 2a and BCI competition III 3a, yielding the highest classification accuracies of 88.14% and 93.13%, respectively. The results obtained on a large multi-class MI-BCI dataset confirm that the proposed hybrid residual attention ensemble voting classifier model significantly outperforms the conventional algorithm and achieves significantly high classification accuracy for the feature-level fusion of layers. The developed framework aids in identifying different tasks for multi-class MI-BCI EEG activity.

摘要 多类运动图像脑电图(EEG)活动解码一直是开发脑计算机接口(BCI)系统的挑战。最近,深度学习已成为利用脑电活动开发 BCI 系统的一种强大方法。然而,脑电活动分析和分类应该是稳健、自动化和准确的。目前,现有的 BCI 系统在二元任务识别方面表现出色,而用于 BCI 应用的脑电活动多类分类仍是一项具有挑战性的任务。在这项工作中,为基于脑电图的运动图像-脑计算机接口(MI-BCI)任务分类开发了一种混合剩余注意力集合投票分类器模型。使用瞬态提取变换生成多类脑电图活动的时频表示(TFR)。TFR 频谱图像被输入到设计的剩余注意力集合投票分类器模型中,用于训练和分类。该模型采用不同的融合策略进行评估,即特征层融合和分数层融合。所提出的模型在两个 MI-BCI 数据集(BCI 竞赛 IV 2a 和 BCI 竞赛 III 3a)上进行了评估,分类准确率分别达到最高的 88.14% 和 93.13%。在大型多类 MI-BCI 数据集上获得的结果证实,所提出的混合剩余注意力集合投票分类器模型的性能明显优于传统算法,并在特征层融合方面取得了显著的高分类准确率。所开发的框架有助于确定多类 MI-BCI 脑电图活动的不同任务。
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引用次数: 0
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