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Design of a parallel configurable forward feedback equalization dual-mode high-speed SerDes transmitter
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作者 REN Yifan ZHANG Chunming SONG Yidi 《High Technology Letters》 2025年第4期407-414,共8页
Four-level pulse amplitude modulation(PAM4)signals,recognized for enhanced energy efficiency and spectral utilization compared with non-return-to-zero(NRZ)counterparts,have been adopted in multiple high-speed serializ... Four-level pulse amplitude modulation(PAM4)signals,recognized for enhanced energy efficiency and spectral utilization compared with non-return-to-zero(NRZ)counterparts,have been adopted in multiple high-speed serializer/deserializer(SerDes)standards,but NRZ modulation remains predominant in industrial applications.This paper introduces a UMC 28 nm CMOS-based parallel configurable forward feedback equalization(FFE)dual-mode high-speed SerDes transmitter supporting 7-bit resolution with data rates of 56 Gb∙s^(-1)NRZ and 112 Gb∙s^(-1)PAM4,utilizing a hybrid architecture that integrates digital signal processing(DSP)with digital-to-analog conversion(DAC).The design processes parallel input signals and eight stored 8-bit tap coefficients through a configurable FFE multiplier module and parallel carry adder module,while achieving low-power serialization via low-speed 16∶4 multiplexers(MUXs)with two different 2∶1 MUXs and high-speed 4∶1 MUXs.A source series termination(SST)output network structure enhances lower power dissipation and higher output swing.Simulation results show that,under a 1.05 V supply voltage and a channel loss of 19.21 dB at 28 GHz,the output 56 Gb∙s^(-1)NRZ eye diagram has an eye height of 70.11 mV and an eye width of 12.16 ps(0.68 UI).The output 112 Gb∙s^(-1)PAM4 eye diagram has an eye height of 20.07 mV and an eye width of 7.49 ps(0.42 UI).The layout area of the dual-mode transmitter is 0.079 mm^(2),and the total circuit power consumption is 74.48 mW(energy efficiency is 1.33/0.67 pJ∙bit-1). 展开更多
关键词 digital signal processing digital-to-analog conversion parallel configurable forward feedback equalization dual-mode transmitter source series termination driver 4∶1 multiplexers
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基于U^(2)-Net和CBAM融合注意力的双模态睡眠分期研究 被引量:1
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作者 赵倩 李锦 +2 位作者 凤飞龙 强宁 胡静 《陕西师范大学学报(自然科学版)》 北大核心 2025年第1期1-11,共11页
针对当前自动睡眠分期方法存在的难点问题,提出了一种结合U^(2)-Net和CBAM融合注意力对EEG-ECG双模态信号进行自动睡眠分期的方法。首先,采用MIT-BIH公开数据集中的EEG-ECG信号进行预处理;然后,利用添加了多尺度特征提取模块的U^(2)-Ne... 针对当前自动睡眠分期方法存在的难点问题,提出了一种结合U^(2)-Net和CBAM融合注意力对EEG-ECG双模态信号进行自动睡眠分期的方法。首先,采用MIT-BIH公开数据集中的EEG-ECG信号进行预处理;然后,利用添加了多尺度特征提取模块的U^(2)-Net网络并行提取EEG和ECG中的波形特征;其次,利用CBAM融合注意力对全部特征进行权重分配;最后,使用Softmax激活函数对睡眠时期进行六分类。结果表明:基于U^(2)-Net和CBAM融合注意力模型进行睡眠分期时,使用ECG单模态信号的六分类总体准确率为80.2%,F1分数为75.3%;使用EEG单模态信号的六分类总体准确率为85.8%,F1分数为81.7%;使用EEG-ECG双模态信号的六分类总体准确率为90.4%,F1分数为85.6%。提出的双模态睡眠分期模型是可行有效的,并且为自动睡眠分期提供了一种新的思路。 展开更多
关键词 自动睡眠分期 eeg-ecg双模态信号 U^(2)-Net网络 CBAM融合注意力
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