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FPGA-Based Decision Support System for ECG Analysis 基于FPGA的心电分析决策支持系统
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-01-07 DOI: 10.3390/jlpea13010006
A. Giorgio, C. Guaragnella, M. Rizzi
The high mortality rate associated with cardiac abnormalities highlights the need of accurately detecting heart disorders in the early stage so to avoid severe health consequence for patients. Health trackers have become popular in the form of wearable devices. They are aimed to perform cardiac monitoring outside of medical clinics during peoples’ daily lives. Our paper proposes a new diagnostic algorithm and its implementation adopting a FPGA-based design. The conceived system automatically detects the most common arrhythmias and is also able to evaluate QT-segment lengthening and pulmonary embolism risk often caused by myocarditis. Debug and simulations have been carried out firstly in Matlab environment and then in Quartus IDE by Intel. The hardware implementation of the embedded system and the test for the functional accuracy verification have been performed adopting the DE1_SoC development board by Terasic, which is equipped with the Cyclone V 5CSEMA5F31C6 FPGA by Intel. Properly modified real ECG signals corrupted by a mixture of muscle noise, electrode movement artifacts, and baseline wander are used as a test bench. A value of 99.20% accuracy is achieved by taking into account 0.02 mV for the root mean square value of noise voltage. The implemented low-power circuit is suitable as a wearable decision support device.
与心脏异常相关的高死亡率凸显了在早期准确检测心脏疾病的必要性,以避免对患者造成严重的健康后果。健康追踪器已经以可穿戴设备的形式流行起来。它们的目的是在人们的日常生活中,在医疗诊所之外进行心脏监测。本文提出了一种新的诊断算法,并采用基于FPGA的设计实现了该算法。该系统可自动检测最常见的心律失常,并能够评估QT间期延长和心肌炎引起的肺栓塞风险。调试和仿真首先在Matlab环境中进行,然后由Intel在Quartus IDE中进行。嵌入式系统的硬件实现和功能精度验证测试采用了Terasic公司的DE1_SoC开发板,该开发板配备了Intel公司的Cyclone V 5CSEMA5F31C6 FPGA。被肌肉噪声、电极运动伪影和基线漂移的混合物破坏的适当修改的真实ECG信号被用作测试台。通过考虑噪声电压的均方根值为0.02mV,实现了99.20%的精度值。所实现的低功率电路适合作为可穿戴决策支持设备。
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引用次数: 4
A Bottom-Up Methodology for the Fast Assessment of CNN Mappings on Energy-Efficient Accelerators 节能加速器上CNN映射快速评估的自底向上方法
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-01-05 DOI: 10.3390/jlpea13010005
Guillaume Devic, G. Sassatelli, A. Gamatie
The execution of machine learning (ML) algorithms on resource-constrained embedded systems is very challenging in edge computing. To address this issue, ML accelerators are among the most efficient solutions. They are the result of aggressive architecture customization. Finding energy-efficient mappings of ML workloads on accelerators, however, is a very challenging task. In this paper, we propose a design methodology by combining different abstraction levels to quickly address the mapping of convolutional neural networks on ML accelerators. Starting from an open-source core adopting the RISC-V instruction set architecture, we define in RTL a more flexible and powerful multiply-and-accumulate (MAC) unit, compared to the native MAC unit. Our proposal contributes to improving the energy efficiency of the RISC-V cores of PULPino. To effectively evaluate its benefits at system level, while considering CNN execution, we build a corresponding analytical model in the Timeloop/Accelergy simulation and evaluation environment. This enables us to quickly explore CNN mappings on a typical RISC-V system-on-chip model, manufactured under the name of GAP8. The modeling flexibility offered by Timeloop makes it possible to easily evaluate our novel MAC unit in further CNN accelerator architectures such as Eyeriss and DianNao. Overall, the resulting bottom-up methodology assists designers in the efficient implementation of CNNs on ML accelerators by leveraging the accuracy and speed of the combined abstraction levels.
在边缘计算中,在资源受限的嵌入式系统上执行机器学习算法是非常具有挑战性的。它们是积极的体系结构定制的结果。然而,在加速器上找到高效的ML工作负载映射是一项非常具有挑战性的任务。在本文中,我们提出了一种设计方法,通过结合不同的抽象层次来快速解决卷积神经网络在ML加速器上的映射。从采用RISC-V指令集架构的开源内核开始,我们在RTL中定义了一个比本地MAC单元更灵活、更强大的乘法和累加(MAC)单元。我们的建议有助于提高PULPino的RISC-V内核的能源效率。为了在系统层面有效地评估其效益,在考虑CNN执行的同时,我们在timelloop /Accelergy仿真和评估环境中建立了相应的分析模型。这使我们能够在典型的RISC-V片上系统模型上快速探索CNN映射,该模型以GAP8的名义制造。timelloop提供的建模灵活性使得在进一步的CNN加速器架构(如Eyeriss和DianNao)中轻松评估我们的新MAC单元成为可能。总的来说,由此产生的自下而上的方法通过利用组合抽象级别的准确性和速度,帮助设计人员在ML加速器上有效地实现cnn。
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引用次数: 0
Simple Technique to Improve Essentially the Performance of One-Stage Op-Amps in Deep Submicrometer CMOS Technologies 在深亚微米CMOS技术中提高单级运算放大器性能的简单技术
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-01-04 DOI: 10.3390/jlpea13010004
J. Ramírez-Angulo, Alejandra Díaz-Armendariz, J. E. Molinar-Solís, A. Díaz-Sánchez, J. Huerta-Chua
A comparative study of one-stage-amp performance improvement based on simulations in 22 nm, 45 nm, 90 nm, and 180 nm in deep submicrometer CMOS technologies is discussed. Generic SPICE models were used to simulate the circuits. It is shown that in all cases a simple modification using resistive local common mode feedback increases open-loop gain and gain-bandwidth product, peak output currents, and slew rate by close to an order of magnitude. It is shown that this modification is especially appropriate for its utilization in current CMOS technologies since large factor improvements were not available in previous technologies. The OTAs with resistive local common mode feedback require simple phase lead compensation with a very small additional silicon area and keep supply requirements and static power dissipation unchanged.
基于22 nm、45 nm、90 nm和180 nm深亚微米CMOS技术的仿真,对一级放大器性能的改进进行了比较研究。采用通用SPICE模型对电路进行仿真。结果表明,在所有情况下,使用阻性局部共模反馈的简单修改可将开环增益和增益带宽积、峰值输出电流和摆幅率提高近一个数量级。结果表明,这种改进特别适合其在当前CMOS技术中的应用,因为在以前的技术中无法获得大因子改进。具有阻性本地共模反馈的ota需要简单的相位引线补偿和非常小的额外硅面积,并保持电源要求和静态功耗不变。
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引用次数: 1
A Fully-Differential CMOS Instrumentation Amplifier for Bioimpedance-Based IoT Medical Devices 用于基于生物阻抗的物联网医疗设备的全差分CMOS仪器放大器
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-12-30 DOI: 10.3390/jlpea13010003
Israel Corbacho, J. M. Carrillo, J. L. Ausín, M. A. Domínguez, R. Pérez-Aloe, J. F. Duque-Carrillo
The implementation of a fully-differential (FD) instrumentation amplifier (IA), based on indirect current feedback (ICF) and aimed to electrical impedance measurements in an Internet of Things (IoT) biomedical scenario, is presented. The IA consists of two FD transconductors, to process the input signal and feed back the output signal, a summing stage, used to add both contributions and generate the correcting current feedback signal, and a common-mode feedback network, which controls the DC level at the output nodes of the circuit. The transconductors are formed by a voltage-to-current conversion resistor and two voltage buffers, which are based on a super source follower cell in order to improve the overall response of the circuit. As a result, a compact single-stage structure, suitable for achieving a high bandwidth and a low power consumption, is obtained. The FD ICF IA has been designed and fabricated in 180 nm CMOS technology to operate with a 1.8-V supply and provide a nominal gain of 4 V/V. Experimental results show a voltage gain of 3.78 ± 0.06 V/V, a BW of 5.83 MHz, a CMRR at DC around 70 dB, a DC current consumption of 266.4 μA and a silicon area occupation of 0.0304 mm2.
介绍了一种基于间接电流反馈(ICF)的全差分(FD)仪器放大器(IA)的实现,该放大器旨在物联网(IoT)生物医学场景中的电阻抗测量。IA由两个FD跨导组成,用于处理输入信号并反馈输出信号,一个求和级,用于相加两个贡献并生成校正电流反馈信号,以及一个共模反馈网络,用于控制电路输出节点处的DC电平。跨导由一个电压-电流转换电阻器和两个电压缓冲器形成,它们基于超级源极跟随器单元,以提高电路的整体响应。结果,获得了适用于实现高带宽和低功耗的紧凑的单级结构。FD ICF IA采用180 nm CMOS技术设计和制造,可在1.8V电源下工作,并提供4 V/V的标称增益。实验结果表明,电压增益为3.78±0.06V/V,带宽为5.83MHz,直流CMRR约为70dB,直流电流消耗为266.4μa,硅面积占用为0.0304mm2。
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引用次数: 3
Evaluation of Dynamic Triple Modular Redundancy in an Interleaved-Multi-Threading RISC-V Core 交错多线程RISC-V内核动态三模冗余评估
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-12-28 DOI: 10.3390/jlpea13010002
Marcello Barbirotta, Abdallah Cheikh, A. Mastrandrea, F. Menichelli, M. Ottavi, M. Olivieri
Functional safety is a key requirement in several application domains in which microprocessors are an essential part. A number of redundancy techniques have been developed with the common purpose of protecting circuits against single event upset (SEU) faults. In microprocessors, functional redundancy may be achieved through multi-core or simultaneous-multi-threading architectures, with techniques that are broadly classifiable as Double Modular Redundancy (DMR) and Triple Modular Redundancy (TMR), involving the duplication or triplication of architecture units, respectively. RISC-V plays an interesting role in this context for its inherent extendability and the availability of open-source microarchitecture designs. In this work, we present a novel way to exploit the advantages of both DMR and TMR techniques in an Interleaved-Multi-Threading (IMT) microprocessor architecture, leveraging its replicated threads for redundancy, and obtaining a system that can dynamically switch from DMR to TMR in the case of faults. We demonstrated the approach for a specific family of RISC-V cores, modifying the microarchitecture and proving its effectiveness with an extensive RTL fault-injection simulation campaign.
在许多应用领域中,功能安全是一个关键要求,而微处理器是这些应用领域的重要组成部分。为了保护电路免受单事件干扰(SEU)故障的影响,已经开发了许多冗余技术。在微处理器中,功能冗余可以通过多核或同步多线程架构实现,其技术大致可分为双模块冗余(DMR)和三模块冗余(TMR),分别涉及架构单元的复制或三倍。RISC-V由于其固有的可扩展性和开源微架构设计的可用性,在这种情况下扮演了一个有趣的角色。在这项工作中,我们提出了一种在交错多线程(IMT)微处理器架构中利用DMR和TMR技术优势的新方法,利用其复制线程冗余,并获得了一个可以在故障情况下从DMR动态切换到TMR的系统。我们针对特定的RISC-V内核系列演示了该方法,修改了微架构,并通过广泛的RTL故障注入模拟活动证明了其有效性。
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引用次数: 4
CCALK: (When) CVA6 Cache Associativity Leaks the Key CCALK:(当)CVA6 Cache Associativity leak the Key
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-12-27 DOI: 10.3390/jlpea13010001
Valentin Martinoli, Elouan Tourneur, Y. Teglia, R. Leveugle
In this work, we study an end-to-end implementation of a Prime + Probe covert channel on the CVA6 RISC-V processor implemented on a FPGA target and running a Linux OS. We develop the building blocks of the covert channel and provide a detailed view of its behavior and effectiveness. We propose a realistic scenario for extracting information of an AES-128 encryption algorithm implementation. Throughout this work, we discuss the challenges brought by the presence of a running OS while carrying out a micro architectural covert channel. This includes the effects of having other running processes, unwanted cache evictions and the OS’ timing behavior. We also propose an analysis of the relationship between the data cache’s characteristics and the developed covert channel’s capacity to extract information. According to the results of our experimentations, we present guidelines on how to build and configure a micro architectural covert channel resilient cache in a mono-core mono-thread scenario.
在这项工作中,我们研究了在FPGA目标上运行Linux操作系统的CVA6 RISC-V处理器上实现Prime + Probe隐蔽通道的端到端实现。我们开发了隐蔽通道的构建模块,并提供了其行为和有效性的详细视图。我们提出了一个提取AES-128加密算法实现信息的现实场景。在整个工作中,我们讨论了在执行微架构隐蔽通道时运行操作系统所带来的挑战。这包括有其他正在运行的进程,不必要的缓存清除和操作系统的定时行为的影响。我们还分析了数据缓存的特性与开发的隐蔽信道提取信息的能力之间的关系。根据我们的实验结果,我们提出了如何在单核单线程场景中构建和配置微架构隐蔽通道弹性缓存的指南。
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引用次数: 0
Energy Sustainability in Wireless Sensor Networks: An Analytical Survey 无线传感器网络的能量可持续性:分析综述
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-12-16 DOI: 10.3390/jlpea12040065
Emmanouil Andreas Evangelakos, Dionisis Kandris, Dimitris Rountos, G. Tselikis, E. Anastasiadis
Wireless Sensor Networks (WSNs) are considered to be among the most important scientific domains. Yet, the exploitation of WSNs suffers from the severe energy restrictions of their electronic components. For this reason there are numerous scientific methods that have been proposed aiming to achieve the extension of the lifetime of WSNs, either by energy saving or energy harvesting or through energy transfer. This study aims to analytically examine all of the existing hardware-based and algorithm-based mechanisms of this kind. The operating principles of 48 approaches are studied, their relative advantages and weaknesses are highlighted, open research issues are discussed, and resultant concluding remarks are drawn.
无线传感器网络被认为是最重要的科学领域之一。然而,无线传感器网络的开发受到其电子组件的严重能量限制。因此,已经提出了许多科学方法,旨在通过节能或能量收集或能量转移来延长无线传感器网络的寿命。本研究旨在分析研究所有现有的基于硬件和基于算法的此类机制。研究了48种方法的操作原理,强调了它们的相对优势和劣势,讨论了开放的研究问题,并得出了结论性意见。
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引用次数: 6
All-Standard-Cell-Based Analog-to-Digital Architectures Well-Suited for Internet of Things Applications 基于全标准单元的模数架构,非常适合物联网应用
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-12-07 DOI: 10.3390/jlpea12040064
Ana Correia, V. Tavares, P. Barquinha, J. Goes
In this paper, the most suited analog-to-digital (A/D) converters (ADCs) for Internet of Things (IoT) applications are compared in terms of complexity, dynamic performance, and energy efficiency. Among them, an innovative hybrid topology, a digital–delta (Δ) modulator (ΔM) ADC employing noise shaping (NS), is proposed. To implement the active building blocks, several standard-cell-based synthesizable comparators and amplifiers are examined and compared in terms of their key performance parameters. The simulation results of a fully synthesizable Digital-ΔM with NS using passive and standard-cell-based circuitry show a peak of 72.5 dB in the signal-to-noise and distortion ratio (SNDR) for a 113 kHz input signal and 1 MHz bandwidth (BW). The estimated FoMWalden is close to 16.2 fJ/conv.-step.
在本文中,比较了最适合物联网(IoT)应用的模数(A/D)转换器(adc)的复杂性、动态性能和能效。其中,提出了一种创新的混合拓扑,即采用噪声整形(NS)的数字增量(Δ)调制器(ΔM) ADC。为了实现主动构建块,几个基于标准细胞的可合成比较器和放大器在其关键性能参数方面进行了检查和比较。采用无源和基于标准单元电路的NS完全可合成数字-ΔM的仿真结果表明,在113 kHz输入信号和1 MHz带宽(BW)下,信噪比和失真比(SNDR)峰值为72.5 dB。瓦尔登湖的估算值接近16.2 fJ/ rev .-step。
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引用次数: 1
A Spintronic 2M/7T Computation-in-Memory Cell 自旋电子2M/7T内存计算单元
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-12-06 DOI: 10.3390/jlpea12040063
A. Jafari, Christopher Münch, M. Tahoori
Computing data-intensive applications on the von Neumann architecture lead to significant performance and energy overheads. The concept of computation in memory (CiM) addresses the bottleneck of von Neumann machines by reducing the data movement in the computing system. Emerging resistive non-volatile memory technologies, as well as volatile memories (SRAM and DRAM), can be used to realize architectures based on the CiM paradigm. In this paper, we propose a hybrid cell design to provide the opportunity for CiM by combining the magnetic tunnel junction (MTJ) and the conventional 6T-SRAM cell. The cell performs CiM operations based on stateful in-array computation, which has better scalability for multiple operands compared with stateless computation in the periphery. Various logic operations such as XOR, OR, and IMP can be performed with the proposed design. In addition, the proposed cell can also operate as a conventional memory cell to read and write volatile as well as non-volatile data. The obtained simulation results show that the proposed CiM-A design can increase the performance of regular memory architectures by reducing the delay by 8 times and the energy by 13 times for database query applications consisting of consecutive bitwise operations with minimum overhead.
在冯·诺伊曼架构上计算数据密集型应用导致显著的性能和能源开销。内存计算(CiM)的概念通过减少计算系统中的数据移动来解决冯·诺依曼机器的瓶颈。新兴的电阻式非易失性存储器技术以及易失性存储器(SRAM和DRAM)可用于实现基于CiM范例的架构。在本文中,我们提出了一种混合电池设计,通过结合磁隧道结(MTJ)和传统的6T-SRAM电池,为CiM提供了机会。该单元基于有状态的数组内计算执行CiM操作,与外围的无状态计算相比,具有更好的多操作数可扩展性。各种逻辑操作,如异或,或,IMP可以执行与所提出的设计。此外,所提出的单元还可以作为常规存储单元来读写易失性和非易失性数据。仿真结果表明,对于由连续位操作组成的数据库查询应用,所提出的CiM-A设计可以以最小的开销将延迟降低8倍,将能量降低13倍,从而提高常规内存体系结构的性能。
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引用次数: 0
0.6-V 1.65-μW Second-Order Gm-C Bandpass Filter for Multi-Frequency Bioimpedance Analysis Based on a Bootstrapped Bulk-Driven Voltage Buffer 基于自引导体驱动电压缓冲器的0.6 v 1.65 μ w二阶Gm-C带通滤波器多频生物阻抗分析
IF 2.1 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-11-30 DOI: 10.3390/jlpea12040062
J. M. Carrillo, C. A. de la Cruz-Blas
A bootstrapping technique used to increase the intrinsic voltage gain of a bulk-driven MOS transistor is described in this paper. The proposed circuit incorporates a capacitor and a cutoff transistor to be connected to the gate terminal of a bulk-driven MOS device, thus achieving a quasi-floating-gate structure. As a result, the contribution of the gate transconductance is cancelled out and the voltage gain of the device is correspondingly increased. The technique allows for implementing a voltage follower with a voltage gain much closer to unity as compared to the conventional bulk-driven case. This voltage buffer, along with a pseudo-resistor, is used to design a linearized transconductor. The proposed transconductance cell includes an economic continuous tuning mechanism that permits programming the effective transconductance in a range sufficiently wide to counteract the typical variations that process parameters suffer during fabrication. The transconductor has been used to implement a second-order Gm-C bandpass filter with a relatively high selectivity factor, suited for multi-frequency bioimpedance analysis in a very low-voltage environment. All the circuits have been designed in 180 nm CMOS technology to operate with a 0.6-V single-supply voltage. Simulated results show that the proposed technique allows for increasing the linearity and reducing the input-referred noise of the bootstrapped bulk-driven MOS transistor, which results in an improvement of the overall performance of the transconductor. The center frequency of the bandpass filter designed can be programmed in the frequency range from 6.5 kHz to 37.5 kHz with a power consumption ranging between 1.34 μW and 2.19 μW. The circuit presents an in-band integrated noise of 190.5 μVrms and is able to process signals of 110 mVpp with a THD below −40 dB, thus leading to a dynamic range of 47.4 dB.
本文介绍了一种用于提高体积驱动MOS晶体管固有电压增益的自举技术。所提出的电路包含一个电容器和一个截止晶体管,连接到块驱动MOS器件的栅极端,从而实现准浮栅结构。因此,栅极跨导的贡献被抵消,器件的电压增益相应增加。与传统的批量驱动的情况相比,该技术允许实现具有更接近统一的电压增益的电压跟随器。这个电压缓冲器,连同一个伪电阻,被用来设计一个线性化的晶体管。所提出的跨导电池包括一个经济的连续调谐机制,允许在足够宽的范围内编程有效的跨导,以抵消制造过程中工艺参数的典型变化。该晶体管已被用于实现具有相对高选择性因子的二阶Gm-C带通滤波器,适用于极低电压环境下的多频生物阻抗分析。所有电路均采用180nm CMOS技术设计,在0.6 v单电源电压下工作。仿真结果表明,该方法提高了自举体驱动MOS晶体管的线性度,降低了输入参考噪声,从而提高了晶体管的整体性能。所设计的带通滤波器的中心频率可编程在6.5 ~ 37.5 kHz范围内,功耗在1.34 ~ 2.19 μW之间。该电路带内集成噪声为190.5 μVrms,能够处理110 mVpp的信号,THD低于- 40 dB,动态范围为47.4 dB。
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引用次数: 4
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Journal of Low Power Electronics and Applications
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