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Hardware-Optimized Regression Tree-Based Sigmoid and Tanh Functions for Machine Learning Applications 机器学习应用中基于硬件优化回归树的Sigmoid和Tanh函数
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-23 DOI: 10.1109/TCSII.2024.3485493
Akash Dev Roshan;Prithwijit Guha;Gaurav Trivedi
The sigmoid and $hyperbolic tangent~(tanh)$ functions are widely recognized as the most commonly employed nonlinear activation functions in artificial neural networks. These functions incorporate exponential terms to introduce nonlinearity, which imposes significant challenges when realized on hardware. This brief presents a novel approach for the hardware implementation of sigmoid and tanh functions, leveraging a regression tree and linear regression. The proposed method divides their nonlinear region into small segments using a regression tree. These segments are further approximated using a linear regression technique, the line of best fit. Experimental results demonstrate the average errors of $4times 10^{-4}$ and $9times 10^{-4}$ of sigmoid and tanh functions compared to exact functions. The above functions produce 24.52% and 35.71% less average error than the best contemporary method when implemented on the hardware. Additionally, the hardware implementations of sigmoid and tanh functions are more area, power and delay efficient, showcasing the effectiveness of this method compared to other state-of-the-art designs.
s型函数和双曲型函数tanh是人工神经网络中最常用的非线性激活函数。这些函数包含指数项以引入非线性,这在硬件上实现时会带来重大挑战。本文介绍了一种利用回归树和线性回归实现sigmoid和tanh函数的新方法。该方法利用回归树将其非线性区域划分为小段。这些部分进一步近似使用线性回归技术,最佳拟合线。实验结果表明,与精确函数相比,sigmoid函数和tanh函数的平均误差分别为$4 × 10^{-4}$和$9 × 10^{-4}$。在硬件上实现时,上述函数的平均误差比当前最佳方法分别减少24.52%和35.71%。此外,sigmoid和tanh函数的硬件实现具有更高的面积、功耗和延迟效率,与其他最先进的设计相比,显示了这种方法的有效性。
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引用次数: 0
A Temperature-Compensated Ku-Band Four-Beam Phased-Array Receiver With Low Attenuation and Relative Phase Variations 具有低衰减和相对相位变化的温度补偿ku波段四波束相控阵接收机
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-23 DOI: 10.1109/TCSII.2024.3485476
Shi Chao Jin;Jiaxing Sun;Zhuoheng Xie;Bo Huang;Dunge Liu;Yuqian Yang;Chenyu Mei;Jun Huang;Chenyu Wang;Xiulong Wu;Yu Jian Cheng
This brief proposes a temperature-compensated Ku-band eight-element four-beam phased-array receiver with low attenuation and relative phase variations. By properly adjusting the gate voltage of the switch MOSFETs in the 6-bit step attenuator, the resistance of MOSFETs can remain constant with temperature variation. Furthermore, the attenuation and relative phase errors caused by ambient temperature variations can be effectively decreased to meet the requirements of phased-array systems. To verify the proposed method, an eight-element 10.7–12.7 GHz phased-array receiver is designed and fabricated using a 130-nm silicon-germanium (SiGe) BiCMOS process. With the help of minimized attenuation and phase variations, the phased-array receiver exhibits a root-mean-square (RMS) attenuation error less than 0.71 dB and a RMS relative phase error less than 2.7° from −40°C to 85°C at 10.7-12.7 GHz. Meanwhile, the measured noise figure (NF) and single-channel gain are 1.1-2.5 dB and 21.2-27.8 dB, respectively.
本文提出了一种低衰减、低相位变化的温度补偿ku波段八元四波束相控阵接收机。通过适当调节6位阶跃衰减器中开关mosfet的栅极电压,可以使mosfet的电阻随温度变化保持恒定。有效地减小了环境温度变化引起的衰减和相对相位误差,满足了相控阵系统的要求。为了验证所提出的方法,采用130 nm硅锗(SiGe) BiCMOS工艺设计并制作了一个8元10.7-12.7 GHz相控阵接收机。在10.7-12.7 GHz频段,在−40°C至85°C范围内,相控阵接收机的衰减误差小于0.71 dB,相对相位误差小于2.7°。同时,实测噪声系数(NF)和单通道增益分别为1.1 ~ 2.5 dB和21.2 ~ 27.8 dB。
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引用次数: 0
All Stochastic-Spiking Neural Network (AS-SNN): Noise Induced Spike Pulse Generator for Input and Output Neurons With Resistive Synaptic Array 全随机尖峰神经网络(AS-SNN):电阻式突触阵列输入输出神经元的噪声诱导尖峰脉冲发生器
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-23 DOI: 10.1109/TCSII.2024.3485178
Honggu Kim;Yerim An;Minchul Kim;Gyeong-Chan Heo;Yong Shim
Spiking neural network (SNN) based mixed-signal neuromorphic hardware gives high benefit in terms of speed and energy efficiency compared to conventional computing platform, thanks to its energy efficient data processing nature. However, on-chip realization of Poisson spike train to represent spike-encoded data has not yet fully achieved. Furthermore, the analog circuit components in mixed-signal neuromorphic hardwares are prone to variations which might lead to accuracy drop in SNN applications. In this brief, we demonstrated robust noise induced spike pulse generator for on-chip realization of Poisson spike train. The stochastic sigmoid neuron developed in our work exhibits better robustness than LIF neurons towards diverse RRAM device variation factors: 1) Random Telegraph Noise (RTN), 2) Stuck-At-Faults (SAFs) and 3) Endurance failures, guaranteeing robust SNN application.
基于峰值神经网络(SNN)的混合信号神经形态硬件由于其高能效的数据处理特性,与传统计算平台相比,在速度和能效方面具有很高的优势。然而,在芯片上实现泊松尖峰序列来表示尖峰编码的数据还没有完全实现。此外,混合信号神经形态硬件中的模拟电路元件容易发生变化,这可能导致SNN应用中的精度下降。在这篇简短的文章中,我们展示了用于在片上实现泊松尖峰串的鲁棒噪声诱导尖峰脉冲发生器。在我们的工作中开发的随机s型神经元比LIF神经元对各种RRAM器件变化因素具有更好的鲁棒性:1)随机电报噪声(RTN), 2)故障卡滞(SAFs)和3)持久故障,保证了SNN的鲁棒性应用。
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引用次数: 0
Erratum to “A 1–27 GHz SiGe Low Noise Amplifier With 27-dB Peak Gain and 2.85±1. 45 dB NF” 1 - 27 GHz SiGe低噪声放大器,峰值增益为27db, 2.85±1。45db NF”
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-22 DOI: 10.1109/TCSII.2024.3473488
Zongxiang Wang;Jixin Chen;Debin Hou;Peigen Zhou;Zhe Chen;Long Wang;Xiaojie Xu;Wei Hong
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引用次数: 0
Pulse Synchronization Scheme for Undersea BWPT System Based on Simultaneous Wireless Power and Data Transfer Technology 基于同步无线供电和数据传输技术的水下BWPT系统脉冲同步方案
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-22 DOI: 10.1109/TCSII.2024.3484453
Chaolai Da;Fang Li;Lifang Wang;Chengxuan Tao;Shufan Li;Ming Nie
A novel pulse synchronization scheme is proposed in this brief based on simultaneous wireless power and data transfer (SWPDT) technology to address the pulse synchronization issue of the undersea bidirectional wireless power transfer (BWPT) system due to the special characteristics of the undersea environment. Accurate pulse synchronization can be implemented by adapting the software to the existing SWPDT system based on the DDQ coil. Furthermore, this brief proposes a phase lock scheme that can eliminate the issue of pulse false triggering, which is caused by the interference of the BWPT channel to the data channel. A prototype with an output power of 1 kW and a data rate of 1 Mb/s demonstrates the feasibility of the pulse synchronization scheme proposed in this brief. The work of this brief extends the application of SWPDT technology and also presents a new solution for pulse synchronization in the BWPT system.
针对水下双向无线电力传输(BWPT)系统中由于水下环境的特殊性而导致的脉冲同步问题,提出了一种基于同步无线电力与数据传输(SWPDT)技术的脉冲同步方案。将该软件应用于现有的基于DDQ线圈的SWPDT系统中,可以实现精确的脉冲同步。此外,本文还提出了一种锁相方案,该方案可以消除由于BWPT信道对数据信道的干扰而导致的脉冲误触发问题。输出功率为1kw,数据速率为1mb /s的样机验证了本文提出的脉冲同步方案的可行性。本文的工作扩展了SWPDT技术的应用范围,并为BWPT系统中的脉冲同步提供了一种新的解决方案。
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引用次数: 0
A Peak-Valley Current-Mode Buck Converter With 3% to 95% Duty Cycle 一种占空比为3%至95%的峰谷电流型降压变换器
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-22 DOI: 10.1109/TCSII.2024.3484449
Zhong Zhao;Ping Luo;Zhiyuan Zhang;Jiahang Fan;Bo Zhang;Xiaowen Chen
A peak-valley current-mode (PVCM) Buck converter is presented to extend the duty cycle range. Compared with traditional single inductor current-controlled converters, the PVCM Buck converter employs both the peak inductor current (PIC) and the valley inductor current (VIC) to precisely regulate the output voltage. Additionally, the converter features a voltage-controlled delay circuit, to enable active adjustment of operating frequency and to extend the duty cycle range. The proposed converter is implemented using a $0.18mu $ m BCD process. Experimental results demonstrate that the prototype achieves the 3% to 95% duty cycle range with a peak efficiency of 92%.
为了扩大占空比范围,提出了一种峰谷电流型(PVCM) Buck变换器。与传统的单电感电流控制变换器相比,PVCM降压变换器同时利用电感峰值电流(PIC)和电感谷电流(VIC)来精确调节输出电压。此外,转换器具有电压控制的延迟电路,能够主动调整工作频率并延长占空比范围。该转换器采用$0.18mu $ m的BCD工艺实现。实验结果表明,样机在3% ~ 95%的占空比范围内,峰值效率为92%。
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引用次数: 0
Optimal Output-Feedback Controller Design Using Adaptive Dynamic Programming: A Permanent Magnet Synchronous Motor Application 基于自适应动态规划的最优输出反馈控制器设计:在永磁同步电机中的应用
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-21 DOI: 10.1109/TCSII.2024.3483909
Zhongyang Wang;Huiru Ye;Youqing Wang;Yukun Shi;Li Liang
This brief introduces a novel adaptive optimal output-feedback controller for permanent magnet synchronous motor (PMSM) systems, eliminating the need for prior knowledge of system dynamics, numerous integral window functions, or unmeasurable states and load torque. Initially, we design an adaptive optimal output-feedback controller by constructing internal states. Then, a policy iteration algorithm based on adaptive dynamic programming approximates the optimal output-feedback gain using only input and trajectory tracking error information. Notably, this method does not require the minimal polynomial of an exosystem or the solution of regulator equations, facilitating the overall design of the feedforward-feedback controller. The effectiveness of the proposed learning algorithm is validated on a PMSM system.
本文简要介绍了一种用于永磁同步电机(PMSM)系统的新型自适应最优输出反馈控制器,消除了对系统动力学、众多积分窗函数或不可测量状态和负载转矩的先验知识的需要。首先,我们通过构造内部状态来设计自适应最优输出反馈控制器。然后,基于自适应动态规划的策略迭代算法仅使用输入和轨迹跟踪误差信息逼近最优输出反馈增益。值得注意的是,该方法不需要外系统的最小多项式或调节器方程的解,便于前馈-反馈控制器的整体设计。在永磁同步电机系统上验证了该学习算法的有效性。
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引用次数: 0
ASIC Implementation of ASCON Lightweight Cryptography for IoT Applications 物联网应用ASCON轻量级加密的ASIC实现
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-18 DOI: 10.1109/TCSII.2024.3483214
Khai-Duy Nguyen;Tuan-Kiet Dang;Binh Kieu-Do-Nguyen;Duc-Hung Le;Cong-Kha Pham;Trong-Thuc Hoang
The number of IoT devices has grown significantly in recent years, and edge computing in IoT is considered a new and growing trend in the technology industry. While cryptography is widely used to enhance the security of IoT devices, it also carries limitations such as resource constraints or latency. Therefore, lightweight cryptography (LWC) balances commensurate resource usage and maintaining security while minimizing system costs. The ASCON stands out among the LWC algorithms as a potential target for implementation and cryptoanalysis. It provides authenticated encryption with associated data (AEAD) and hashing functionalities in many variants, aiming for various applications. In this brief, we present an implementation of Ascon cryptography as a peripheral of a RISC-V System-on-a-Chip (SoC). The ASCON crypto core occupies 1,424 LUTs in FPGA and 17.4 kGE in 180nm CMOS technology while achieving 417 Gbits/J energy efficiency at a supply voltage of 1.0V and frequency of 2 MHz.
近年来,物联网设备的数量显著增长,物联网中的边缘计算被认为是技术行业的一个新的增长趋势。虽然密码学被广泛用于增强物联网设备的安全性,但它也有资源限制或延迟等限制。因此,轻量级加密(LWC)在最小化系统成本的同时平衡了相应的资源使用和维护安全性。作为实现和密码分析的潜在目标,ASCON在LWC算法中脱颖而出。它在许多变体中提供带有关联数据的身份验证加密(AEAD)和散列功能,针对各种应用程序。在本文中,我们提出了Ascon加密作为RISC-V片上系统(SoC)外围设备的实现。ASCON加密核心在FPGA中占用1424 lut,在180nm CMOS技术中占用17.4 kGE,在1.0V电源电压和2mhz频率下实现417 Gbits/J的能量效率。
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引用次数: 0
A Simultaneous Wireless Power and Full-Duplex Data Transfer System Using a Mix of Inductive and Capacitive Couplings 使用电感和电容耦合混合的同时无线供电和全双工数据传输系统
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-18 DOI: 10.1109/TCSII.2024.3483575
Guangyu Yan;Wei Han;Chang Liu;Bowang Zhang;Meixuan Li
This brief presents a novel simultaneous wireless power and data transfer (SWPDT) system that combines inductive and capacitive couplings, featuring full-duplex communication with high data transfer rates. Specifically, the power and forward data are transferred through inductive coupling respectively by means of the DD coils and Q coils, while the backward data is transferred through capacitive coupling by means of the stray capacitances. Because of the decoupling characteristic of the DDQ coil structure and the use of two coupling types, the interferences among the power, forward data, and backward data are relatively low. By integrating the two coupling types, a comprehensive circuit model of full-duplex data transfer is established and analyzed. Finally, a 145-W prototype is actualized with 91.4% power transfer efficiency. The forward and backward data transfer rates are 150 kbps and 600 kbps, respectively, demonstrating the feasibility of the proposed system.
本文介绍了一种新型的同步无线电源和数据传输(SWPDT)系统,该系统结合了电感和电容耦合,具有高数据传输速率的全双工通信。其中,功率和正向数据分别通过电感耦合通过DD线圈和Q线圈传输,反向数据通过电容耦合通过杂散电容传输。由于DDQ线圈结构的去耦特性和两种耦合方式的使用,使得功率、前向数据和后向数据之间的干扰相对较低。通过对两种耦合方式的集成,建立并分析了全双工数据传输的综合电路模型。最后,实现了145 w的样机,功率传输效率为91.4%。向前传输速率为150kbps,向后传输速率为600kbps,验证了系统的可行性。
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引用次数: 0
A 6–64-Gb/s 0.41-pJ/Bit Reference-Less PAM4 CDR Using a Frequency-Detection-Gain-Enhanced PFD Achieving 19.8-Gb/s/μs Acquisition Speed 基于频率检测增益增强PFD的6 - 64 gb /s 0.41 pj /Bit无参考PAM4话单,采集速度达到19.8 gb /s/μs
IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-16 DOI: 10.1109/TCSII.2024.3481436
Liyan Feng;Tuo Li;Xiaofeng Zou;Xiaoming Xiong;Zhao Zhang
This brief presents a wideband continuous-rate reference-less ring-oscillator-based PAM4 CDR. Our proposed frequency-detection-gain-enhanced phase/frequency detector (GE-PFD), in which only two logic gates are added to the Alexander bang-bang phase detector, significantly speeds up the frequency acquisition process of our CDR with wide capture range by controlling an auxiliary charge pump (A-CP). This technique eliminates separate FD or extra clock phases in prior PFDs, thus saving power. Fabricated in a 40-nm CMOS process, our CDR prototype achieves 6-64-Gb/s data rate range, 19.8-Gb/s/ $mu $ s acquisition speed, and <10–12 bit error rate with a PRBS-31 input stream. The energy efficiency is 0.41-pJ/bit, in which only 0.02 pJ/bit is contributed by the extra logic gates of the FDGE-PFD and A-CP.
本文介绍了一种基于宽带连续速率无参考环振荡器的PAM4 CDR。我们提出的频率检测增益增强相位/频率检测器(GE-PFD),其中只有两个逻辑门添加到Alexander bang-bang相位检测器中,通过控制辅助电荷泵(A-CP)显著加快了我们的CDR的频率采集过程,具有宽捕获范围。该技术消除了先前pfd中单独的FD或额外的时钟相位,从而节省了功率。我们的CDR原型采用40纳米CMOS工艺制造,在PRBS-31输入流下实现了6-64 gb /s的数据速率范围,19.8 gb /s/ $mu $ s的采集速度和< 10-12比特的误码率。能量效率为0.41 pJ/bit,其中FDGE-PFD和A-CP的额外逻辑门仅贡献0.02 pJ/bit。
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引用次数: 0
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IEEE Transactions on Circuits and Systems II: Express Briefs
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