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Understanding Timing Error Characteristics from Overclocked Systolic Multiply–Accumulate Arrays in FPGAs 了解 FPGA 中超频收缩乘积阵列的时序误差特性
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-09 DOI: 10.3390/jlpea14010004
Andrew Chamberlin, Andrew Gerber, Mason Palmer, Tim Goodale, N. D. Gundi, Koushik Chakraborty, Sanghamitra Roy
Artificial Intelligence (AI) hardware accelerators have seen tremendous developments in recent years due to the rapid growth of AI in multiple fields. Many such accelerators comprise a Systolic Multiply–Accumulate Array (SMA) as its computational brain. In this paper, we investigate the faulty output characterization of an SMA in a real silicon FPGA board. Experiments were run on a single Zybo Z7-20 board to control for process variation at nominal voltage and in small batches to control for temperature. The FPGA is rated up to 800 MHz in the data sheet due to the max frequency of the PLL, but the design is written using Verilog for the FPGA and C++ for the processor and synthesized with a chosen constraint of a 125 MHz clock. We then operate the system at a frequency range of 125 MHz to 450 MHz for the FPGA and the nominal 667 MHz for the processor core to produce timing errors in the FPGA without affecting the processor. Our extensive experimental platform with a hardware–software ecosystem provides a methodological pathway that reveals fascinating characteristics of SMA behavior under an overclocked environment. While one may intuitively expect that timing errors resulting from overclocked hardware may produce a wide variation in output values, our post-silicon evaluation reveals a lack of variation in erroneous output values. We found an intriguing pattern where error output values are stable for a given input across a range of operating frequencies far exceeding the rated frequency of the FPGA.
近年来,随着人工智能在多个领域的快速发展,人工智能(AI)硬件加速器也取得了巨大的发展。许多此类加速器都包含一个作为其计算大脑的收缩乘积阵列(SMA)。本文研究了实际硅 FPGA 板中 SMA 的故障输出特性。实验在一块 Zybo Z7-20 电路板上进行,以控制额定电压下的工艺变化,并小批量地控制温度。由于 PLL 的最大频率,数据表中 FPGA 的额定频率高达 800 MHz,但 FPGA 的设计是使用 Verilog 编写的,处理器的设计是使用 C++ 编写的,合成时选择了 125 MHz 的时钟限制。然后,我们在 FPGA 的 125 MHz 至 450 MHz 频率范围和处理器内核的标称 667 MHz 频率范围内运行系统,以便在不影响处理器的情况下在 FPGA 中产生时序误差。我们具有硬件-软件生态系统的广泛实验平台提供了一种方法论途径,揭示了超频环境下 SMA 行为的迷人特征。人们可能直觉地认为,超频硬件导致的时序错误可能会使输出值变化很大,但我们的硅后评估却发现错误输出值缺乏变化。我们发现了一种有趣的模式,即在远超 FPGA 额定频率的工作频率范围内,给定输入的错误输出值保持稳定。
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引用次数: 0
Design and Assessment of Hybrid MTJ/CMOS Circuits for In-Memory-Computation 设计和评估用于内存计算的 MTJ/CMOS 混合电路
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-06 DOI: 10.3390/jlpea14010003
Prashanth Barla, Hemalatha Shivarama, Ganesan Deepa, Ujjwal Ujjwal
Hybrid magnetic tunnel junction/complementary metal oxide semiconductor (MTJ/CMOS) circuits based on in-memory-computation (IMC) architecture is considered as the next-generation candidate for the digital integrated circuits. However, the energy consumption during the MTJ write process is a matter of concern in these hybrid circuits. In this regard, we have developed a novel write circuit for the contemporary three-terminal perpendicular-MTJs that works on the voltage-gated spin orbit torque (VG+SOT) switching mechanism to store the information in hybrid circuits for IMC architecture. Investigation of the novel write circuit reveals a remarkable reduction in the total energy consumption (and energy delay product) of 92.59% (95.81) and 92.28% (42.03%) than the conventional spin transfer torque (STT) and spin-Hall effect assisted STT (SHE+STT) write circuits, respectively. Further, we have developed all the hybrid logic gates followed by nonvolatile full adders (NV-FAs) using VG+SOT, STT, and SHE+STT MTJs. Simulation results show that with the VG+SOT NOR-OR, NAND-AND, XNOR-XOR, and NV-FA circuits, the reduction in the total power dissipation is 5.35% (4.27%), 5.62% (3.2%), 3.51% (2.02%), and 4.46% (2.93%) compared to STT (SHE+STT) MTJs respectively.
基于内存计算(IMC)架构的磁隧道结/互补金属氧化物半导体(MTJ/CMOS)混合电路被认为是下一代数字集成电路的候选产品。然而,在这些混合电路中,MTJ 写入过程中的能耗是一个令人担忧的问题。为此,我们为当代三端垂直 MTJ 开发了一种新型写入电路,该电路采用电压门控自旋轨道转矩(VG+SOT)开关机制,用于在 IMC 架构的混合电路中存储信息。对新型写入电路的研究表明,与传统的自旋转移力矩(STT)和自旋霍尔效应辅助 STT(SHE+STT)写入电路相比,其总能耗(和能耗延迟乘积)分别显著降低了 92.59% (95.81%) 和 92.28% (42.03%)。此外,我们还利用 VG+SOT、STT 和 SHE+STT MTJ 开发了所有混合逻辑门,以及非易失性全加法器(NV-FAs)。仿真结果表明,与 STT(SHE+STT)MTJ 相比,VG+SOT NOR-OR、NAND-AND、XNOR-XOR 和 NV-FA 电路的总功耗分别降低了 5.35% (4.27%)、5.62% (3.2%)、3.51% (2.02%) 和 4.46% (2.93%)。
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引用次数: 0
Speed, Power and Area Optimized Monotonic Asynchronous Array Multipliers 速度、功率和面积优化的单调异步阵列乘法器
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-12-24 DOI: 10.3390/jlpea14010001
Padmanabhan Balasubramanian, Nikos Mastorakis
Multiplication is a fundamental arithmetic operation in electronic processing units such as microprocessors and digital signal processors as it plays an important role in various computational tasks and applications. There exist many designs of synchronous multipliers in the literature. However, in the domain of Input–Output Mode (IOM) asynchronous design, there is relatively less published research on multipliers. Some existing works have considered quasi-delay-insensitive (QDI) asynchronous implementations of multipliers. However, the QDI asynchronous design paradigm, in general, is not area- and speed-efficient. This article presents an efficient alternative implementation of IOM asynchronous multipliers based on the concept of monotonic Boolean networks. The array multiplier architecture has been considered for demonstrating the usefulness of our proposition. The building blocks of the multiplier, such as the partial product generator, half adder, and full adder, were implemented monotonically. The popular dual-rail encoding scheme was considered for encoding the multiplier inputs and outputs, and four-phase return-to-zero handshaking (RZH) and return-to-one handshaking (ROH) were separately considered for communication. Compared to the best of the existing QDI asynchronous array multipliers, the proposed monotonic asynchronous array multiplier achieves the following reductions in design metrics: (i) a 40.1% (44.3%) reduction in cycle time (which is the asynchronous equivalent of synchronous clock timing), a 37.7% (37.7%) reduction in area, and a 4% (4.5%) reduction in power for 4 × 4 multiplication corresponding to RZH (ROH), and (ii) a 58.1% (60.2%) reduction in cycle time, a 45.2% (45.2%) reduction in area, and a 10.3% (11%) reduction in power for 8 × 8 multiplication corresponding to RZH (ROH). The multipliers were implemented using a 28 nm CMOS process technology.
乘法是微处理器和数字信号处理器等电子处理单元的基本算术运算,在各种计算任务和应用中发挥着重要作用。文献中有许多同步乘法器的设计。然而,在输入输出模式(IOM)异步设计领域,有关乘法器的研究成果相对较少。现有的一些著作考虑了乘法器的准延迟不敏感(QDI)异步实现。然而,QDI 异步设计范例一般不具有面积和速度效率。本文基于单调布尔网络的概念,提出了一种高效的 IOM 异步乘法器替代实现方法。我们考虑了阵列乘法器架构,以证明我们的主张是有用的。乘法器的构件,如部分乘积发生器、半加法器和全加法器,都是单调实现的。乘法器输入和输出的编码采用了流行的双轨编码方案,通信方面则分别采用了四相归零握手(RZH)和归一握手(ROH)。与现有最佳 QDI 异步阵列乘法器相比,所提出的单调异步阵列乘法器实现了以下设计指标的降低:(i) 周期时间(相当于同步时钟时序的异步时间)降低了 40.1%(44.3%);(ii) 单调异步阵列乘法器的输入输出时间降低了 37.7%(37.7%)。7% (37.7%),RZH (ROH) 对应的 4 × 4 乘法的功耗降低了 4% (4.5%);(ii) RZH (ROH) 对应的 8 × 8 乘法的周期时间降低了 58.1% (60.2%),面积降低了 45.2% (45.2%),功耗降低了 10.3% (11%)。乘法器采用 28 纳米 CMOS 工艺技术实现。
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引用次数: 0
An Ultra Low Power Integer-N PLL with a High-Gain Sampling Phase Detector for IOT Applications in 65 nm CMOS 65 纳米 CMOS 中用于物联网应用的超低功耗整数-N PLL 与高增益采样相位检测器
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-12-17 DOI: 10.3390/jlpea13040065
Javad Tavakoli, H. M. Lavasani, S. Sheikhaei
A low-power and low-jitter 1.2 GHz Integer-N PLL (INPLL) is designed in a 65 nm standard CMOS process. A novel high-gain sampling phase detector (PD), which takes advantage of a transconductance (Gm) cell to boost the gain, is developed to increase the phase detection gain by ~100× compared to the Phase-Frequency Detectors (PFDs) used in conventional PLLs. Using this high detection gain, the noise contribution of the PFD and Charge Pump (CP), reference clock, and dividers on the PLL output is minimized, enabling low output jitter at low power, even when using low-frequency reference clocks. To provide a sufficient frequency locking range, an auxiliary frequency-locked loop (AFLL) is embedded within the INPLL. An integrated Lock Detector (LD) helps detect the INPLL locked state and disables the AFLL to save on power consumption and minimize its impact on the INPLL jitter. The proposed INPLL layout measures 700 µm × 350 µm, consumes 350 µW, and exhibits an integrated phase noise (IPN) of −37 dBc (from 10 kHz to 10 MHz), equivalent to 2.9 ps rms jitter, while keeping the spur level 64 dBc lower, resulting in jitter figure of Merit (FoMjitter) ~−236 dB.
采用 65 纳米标准 CMOS 工艺设计了一种低功耗、低抖动的 1.2 GHz 整数-N PLL (INPLL)。新开发的高增益采样相位检测器 (PD) 利用跨导 (Gm) 单元提高增益,与传统 PLL 中使用的相频检测器 (PFD) 相比,相位检测增益提高了约 100 倍。利用这种高检测增益,PFD 和电荷泵 (CP)、参考时钟以及分频器对 PLL 输出的噪声影响降到了最低,即使在使用低频参考时钟的情况下,也能以低功耗实现低输出抖动。为了提供足够的频率锁定范围,INPLL 内嵌了一个辅助锁频环 (AFLL)。集成的锁定检测器(LD)可帮助检测 INPLL 锁定状态并禁用 AFLL,从而节省功耗并将其对 INPLL 抖动的影响降至最低。拟议的 INPLL 布局尺寸为 700 µm × 350 µm,功耗为 350 µW,综合相位噪声 (IPN) 为 -37 dBc(从 10 kHz 到 10 MHz),相当于 2.9 ps rms 抖动,同时将杂散电平保持在 64 dBc 以下,从而获得 ~-236 dB 的抖动功勋值 (FoMjitter)。
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引用次数: 0
Design of a Low-Power Delay-Locked Loop-Based 8× Frequency Multiplier in 22 nm FDSOI 在 22 纳米 FDSOI 中设计基于延迟锁定环的低功耗 8 倍频乘法器
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-12-12 DOI: 10.3390/jlpea13040064
Naveed, J. Dix
A low-power delay-locked loop (DLL)-based frequency multiplier is presented. The multiplier is designed in 22 nm FDSOI and achieves 8× multiplication. The proposed DLL uses a new simple duty cycle correction circuit and is XOR logic-based for frequency multiplication. Current starved delay cells are used to make the circuit power efficient. The circuit uses three 2× stages instead of an edge combiner to achieve 8× multiplication, thus requiring far less power and chip area as compared to conventional phase-locked loop (PLL) circuits. The proposed 8× multiplier occupies an active area of 0.09 mm2. The measurement result shows ultra-low power consumption of 130 µW at 0.8 V supply. The post-layout simulation shows a timing jitter of 24 ps (pk-pk) at 2.44 GHz.
本文介绍了一种基于延迟锁定环(DLL)的低功耗倍频器。该乘法器采用 22 纳米 FDSOI 工艺设计,可实现 8 倍速乘法。所提出的 DLL 采用新的简单占空比校正电路,并基于 XOR 逻辑进行倍频。为使电路高效节能,采用了电流饥饿延迟单元。与传统的锁相环 (PLL) 电路相比,该电路使用三个 2× 级而不是一个边缘合路器来实现 8× 乘法,因此所需的功耗和芯片面积要小得多。拟议的 8 倍乘法器占用的有效面积为 0.09 平方毫米。测量结果显示,在 0.8 V 电源电压下,功耗超低,仅为 130 µW。布局后仿真显示,2.44 GHz 时的时序抖动为 24 ps(psk-pk)。
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引用次数: 0
Applications of Sustainable Hybrid Energy Harvesting: A Review 可持续混合能量收集的应用:综述
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-26 DOI: 10.3390/jlpea13040062
Hamna Shaukat, Ahsan Ali, Shaukat Ali, Wael A. Altabey, Mohammad N. Noori, S. A. Kouritem
This paper provides a short review of sustainable hybrid energy harvesting and its applications. The potential usage of self-powered wireless sensor (WSN) systems has recently drawn a lot of attention to sustainable energy harvesting. The objective of this research is to determine the potential of hybrid energy harvesters to help single energy harvesters overcome their energy deficiency problems. The major findings of the study demonstrate how hybrid energy harvesting, which integrates various energy conversion technologies, may increase power outputs, and improve space utilization efficiency. Hybrid energy harvesting involves collecting energy from multiple sources and converting it into electrical energy using various transduction mechanisms. By properly integrating different energy conversion technologies, hybridization can significantly increase power outputs and improve space utilization efficiency. Here, we present a review of recent progress in hybrid energy-harvesting systems for sustainable green energy harvesting and their applications in different fields. This paper starts with an introduction to hybrid energy harvesting, showing different hybrid energy harvester configurations, i.e., the integration of piezoelectric and electromagnetic energy harvesters; the integration of piezoelectric and triboelectric energy harvesters; the integration of piezoelectric, triboelectric, and electromagnetic energy harvesters; and others. The output performance of common hybrid systems that are reported in the literature is also outlined in this review. Afterwards, various potential applications of hybrid energy harvesting are discussed, showing the practical attainability of the technology. Finally, this paper concludes by making recommendations for future research to overcome the difficulties in developing hybrid energy harvesters. The recommendations revolve around improving energy conversion efficiency, developing advanced integration techniques, and investigating new hybrid configurations. Overall, this study offers insightful information on sustainable hybrid energy harvesting together with quantitative information, numerical findings, and useful research recommendations that progress and promote the use of this technology.
本文简要回顾了可持续混合能源采集及其应用。自供电无线传感器(WSN)系统的潜在用途最近引起了人们对可持续能源采集的广泛关注。这项研究的目的是确定混合能量收集器的潜力,以帮助单一能量收集器克服能量不足的问题。研究的主要结果表明,混合能源采集集成了各种能源转换技术,可以增加功率输出,提高空间利用效率。混合能源采集涉及从多种来源收集能量,并利用各种转换机制将其转换为电能。通过适当整合不同的能量转换技术,混合能源可显著增加功率输出,提高空间利用效率。在此,我们综述了用于可持续绿色能源采集的混合能源采集系统的最新进展及其在不同领域的应用。本文首先介绍了混合能量收集,展示了不同的混合能量收集器配置,即压电能量收集器和电磁能量收集器的集成;压电能量收集器和三电能收集器的集成;压电能量收集器、三电能收集器和电磁能量收集器的集成等。本综述还概述了文献中报道的常见混合系统的输出性能。随后,还讨论了混合能量收集的各种潜在应用,展示了该技术的实用性。最后,本文对未来研究提出了建议,以克服混合能量收集器开发过程中的困难。这些建议围绕提高能量转换效率、开发先进的集成技术和研究新的混合配置展开。总之,本研究提供了有关可持续混合能源采集的深刻信息,以及定量信息、数值结果和有用的研究建议,以推动和促进该技术的使用。
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引用次数: 0
Application Specific Reconfigurable Processor for Eyeblink Detection from Dual-Channel EOG Signal 针对特定应用的可重构处理器,用于从双通道眼动图信号中检测眼球信号
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-23 DOI: 10.3390/jlpea13040061
Diba Das, M. Chowdhury, Aditta Chowdhury, Kamrul Hasan, Q. D. Hossain, Ray C. C. Cheung
The electrooculogram (EOG) is one of the most significant signals carrying eye movement information, such as blinks and saccades. There are many human–computer interface (HCI) applications based on eye blinks. For example, the detection of eye blinks can be useful for paralyzed people in controlling wheelchairs. Eye blink features from EOG signals can be useful in drowsiness detection. In some applications of electroencephalograms (EEGs), eye blinks are considered noise. The accurate detection of eye blinks can help achieve denoised EEG signals. In this paper, we aimed to design an application-specific reconfigurable binary EOG signal processor to classify blinks and saccades. This work used dual-channel EOG signals containing horizontal and vertical EOG signals. At first, the EOG signals were preprocessed, and then, by extracting only two features, the root mean square (RMS) and standard deviation (STD), blink and saccades were classified. In the classification stage, 97.5% accuracy was obtained using a support vector machine (SVM) at the simulation level. Further, we implemented the system on Xilinx Zynq-7000 FPGAs by hardware/software co-design. The processing was entirely carried out using a hybrid serial–parallel technique for low-power hardware optimization. The overall hardware accuracy for detecting blinks was 95%. The on-chip power consumption for this design was 0.8 watts, whereas the dynamic power was 0.684 watts (86%), and the static power was 0.116 watts (14%).
眼电图(EOG)是携带眼球运动信息(如眨眼和眼球移动)的最重要信号之一。基于眨眼的人机交互(HCI)应用很多。例如,眨眼检测可以帮助瘫痪者控制轮椅。脑电信号中的眨眼特征可用于嗜睡检测。在脑电图(EEG)的某些应用中,眨眼被视为噪声。准确检测眨眼有助于实现去噪 EEG 信号。本文旨在设计一种针对特定应用的可重构二进制 EOG 信号处理器,对眨眼和眼球移动进行分类。这项工作使用了包含水平和垂直 EOG 信号的双通道 EOG 信号。首先对眼动图信号进行预处理,然后仅通过提取均方根(RMS)和标准偏差(STD)这两个特征对眨眼和眼球移动进行分类。在分类阶段,使用支持向量机(SVM)在模拟水平上获得了 97.5% 的准确率。此外,我们还通过硬件/软件协同设计在 Xilinx Zynq-7000 FPGA 上实现了该系统。处理过程完全采用串行-并行混合技术,以实现低功耗硬件优化。检测闪烁的总体硬件准确率为 95%。该设计的片上功耗为 0.8 瓦,动态功耗为 0.684 瓦(86%),静态功耗为 0.116 瓦(14%)。
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引用次数: 0
Design of Current Equalization Circuit in Dual Ethernet Power Supply System 双以太网供电系统中的电流均衡电路设计
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-18 DOI: 10.3390/jlpea13040060
Xingyu Guan, Xinyuan Hu, Junkai Zhang, Y. Jiang
A current-balancing circuit for a dual-channel Ethernet power supply system is designed in this paper, which can be used to solve the mismatch between the two channels caused by unavoidable factors, such as mismatched resistances, temperatures and voltages. Based on the design, the mismatch of the currents between the two power transmission paths can be controlled to be less than 1% of the original ones. It can be operated under these conditions with the changes of the load current and the PSE output voltage. The maximum output power of the dual-channel power supply can reach up to 96.5 W. When the DC–DC conversion efficiency is less than 75%, it can still provide 72 W for the PD end, meeting the requirements of the PoE power system. The current-balancing circuit designed in the paper has potential application value to improve the dual PoE power supply system.
本文设计了一种双通道以太网供电系统的电流平衡电路,可用于解决由于电阻、温度和电压不匹配等不可避免的因素造成的双通道之间的不匹配问题。根据该设计,两条电力传输路径之间的电流失配可控制在原始电流的 1%以下。在这些条件下,它可以随着负载电流和 PSE 输出电压的变化而运行。双通道电源的最大输出功率可达 96.5 W。当 DC-DC 转换效率低于 75% 时,它仍能为 PD 端提供 72 W 的功率,满足 PoE 电源系统的要求。本文设计的电流平衡电路对改进双 PoE 电源系统具有潜在的应用价值。
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引用次数: 0
From SW Timing Analysis and Safety Logging to HW Implementation: A Possible Solution with an Integrated and Low-Power Logger Approach 从软件时序分析和安全记录到硬件实现:集成和低功耗记录器方法的可能解决方案
Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-02 DOI: 10.3390/jlpea13040059
Francesco Cosimi, Antonio Arena, Paolo Gai, Sergio Saponara
In this manuscript, we propose a configurable hardware device in order to build a coherent data log unit. We address the need for analyzing mixed-criticality systems, thus guaranteeing the best performances without introducing additional sources of interference. Log data are essential to inspect the behavior of running applications when safety analyses or worst-case execution time measurements are performed. Furthermore, performance and timing investigations are useful for solving scheduling issues to balance resource budgets and investigate misbehavior and failure causes. We additionally present a performance evaluation and log capabilities by means of simulations on a RISC-V use case. The simulations highlight that such a data log unit can trace the execution from a single- to an octa-core microcontroller. Such an analysis allows a silicon developer to obtain the right sizings and timings of devices during the development phase. Finally, we present an analysis of a real RISC-V implementation for a Xilinx UltraScale+ FPGA, which was obtained with Vivado 2018. The results show that our data log unit implementation does not introduce a significant area overhead if compared to the RISC-V core targeted for tests, and that the timing constraints are not violated.
在本文中,我们提出了一个可配置的硬件设备,以建立一个连贯的数据日志单元。我们解决了分析混合临界系统的需要,从而在不引入额外干扰源的情况下保证了最佳性能。在进行安全分析或最坏情况执行时间测量时,日志数据对于检查正在运行的应用程序的行为至关重要。此外,性能和时间调查对于解决调度问题以平衡资源预算和调查不当行为和故障原因非常有用。我们还通过在RISC-V用例上的模拟提供了性能评估和日志功能。仿真结果表明,这种数据日志单元可以跟踪从单核到八核微控制器的执行情况。这样的分析允许硅开发人员在开发阶段获得器件的正确尺寸和时序。最后,我们对Xilinx UltraScale+ FPGA的真实RISC-V实现进行了分析,该FPGA是通过Vivado 2018获得的。结果表明,与用于测试的RISC-V内核相比,我们的数据日志单元实现没有引入显著的面积开销,并且没有违反时间限制。
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引用次数: 0
Analog System High-Level Synthesis for Energy-Efficient Reconfigurable Computing 面向节能可重构计算的模拟系统高级综合
Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-10-26 DOI: 10.3390/jlpea13040058
Afolabi Ige, Linhao Yang, Hang Yang, Jennifer Hasler, Cong Hao
The design of analog computing systems requires significant human resources and domain expertise due to the lack of automation tools to enable these highly energy-efficient, high-performance computing nodes. This work presents the first automated tool flow from a high-level representation to a reconfigurable physical device. This tool begins with a high-level algorithmic description, utilizing either our custom Python framework or the XCOS GUI, to compile and optimize computations for integration into an Integrated Circuit (IC) design or a Field Programmable Analog Array (FPAA). An energy-efficient embedded speech classifier benchmark illustrates the tool demonstration, automatically generating GDSII layout or FPAA switch list targeting.
由于缺乏自动化工具来实现这些高能效、高性能的计算节点,模拟计算系统的设计需要大量的人力资源和领域专业知识。这项工作展示了从高级表示到可重构物理设备的第一个自动化工具流。该工具从高级算法描述开始,利用我们的自定义Python框架或XCOS GUI,编译和优化计算以集成到集成电路(IC)设计或现场可编程模拟阵列(FPAA)中。一个节能的嵌入式语音分类器基准说明了该工具的演示,自动生成GDSII布局或FPAA开关列表目标。
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引用次数: 0
期刊
Journal of Low Power Electronics and Applications
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