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Design Techniques for Energy-Efficient Analog-to-Digital Converters 节能模数转换器的设计技术
Pub Date : 2023-09-08 DOI: 10.1109/OJSSCS.2023.3311418
Moonhyung Jang;Xiyuan Tang;Yong Lim;John G. Kauffman;Nan Sun;Maurits Ortmanns;Youngcheol Chae
The energy efficiency of analog-to-digital converters (ADCs) has improved steadily over the past 40 years, with the best reported ADC efficiency improving by nearly six orders of magnitude over the same period. The best figure-of-merit (FoM) is achieved with a limited class of ADC in terms of resolution and speed, but the coverage of the best FoM ADC has been expended. Many ADCs with the record FoM open up new applications and often incorporate multiple combinations of architectural and circuit innovations. It would be very interesting to follow a path of relentless optimization that could be useful to further expand the operating bandwidth of energy-efficient ADCs. To help along this path, this review article discusses the design techniques that focus on optimizing energy efficiency, involving successive approximation, pipelining, noise-shaping, and continuous-time operation.
在过去的40年里,模数转换器(ADC)的能效稳步提高,报告中最好的ADC效率在同一时期提高了近六个数量级。就分辨率和速度而言,最佳品质因数(FoM)是用一类有限的ADC实现的,但最佳FoM ADC的覆盖范围已经扩大。许多具有创纪录FoM的ADC开辟了新的应用程序,并且通常包含架构和电路创新的多种组合。遵循一条无情优化的道路将是非常有趣的,这可能有助于进一步扩大节能ADC的工作带宽。为了帮助实现这一目标,本文讨论了专注于优化能效的设计技术,包括逐次逼近、流水线、噪声整形和连续时间运算。
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引用次数: 1
A 3.8-μW 10-Keyword Noise-Robust Keyword Spotting Processor Using Symmetric Compressed Ternary-Weight Neural Networks 基于对称压缩三权神经网络的3.8 μ w 10关键字噪声鲁棒关键字识别处理器
Pub Date : 2023-09-06 DOI: 10.1109/OJSSCS.2023.3312354
Bo Liu;Na Xie;Renyuan Zhang;Haichuan Yang;Ziyu Wang;Deliang Fan;Zhen Wang;Weiqiang Liu;Hao Cai
A ternary-weight neural network (TWN) inspired keyword spotting (KWS) processor is proposed to support complicated and variable application scenarios. To achieve high-precision recognition of ten keywords under 5 dB~Clean wide range of background noises, a convolution neural network consists of four convolution layers and four fully connected layers, with modified sparsity-controllable truncated Gaussian approximation-based ternary-weight training is used. End-to-end optimization composed of three techniques is utilized: 1) the stage-by-stage bit-width selection algorithm to optimize the hardware overhead of FFT; 2) the lossy compressed TWN with symmetric kernel training (SKT) and dedicated internal data reuse computation flow; and 3) the error intercompensation approximate addition tree to reduce the computation overhead with marginal accuracy loss. Fabricated in an industrial 22-nm CMOS process, the processor realizes up to ten keywords in real-time recognition under 11 background noise types, with the accuracy of 90.6%@clean and 85.4%@5 dB. It consumes an average power of $3.8 ~mu text{W}$ at 250 kHz and the normalized energy efficiency is $2.79times $ higher than state of the art.
针对复杂多变的应用场景,提出了一种基于三权神经网络(TWN)的关键词识别处理器。为了实现5 dB~Clean大范围背景噪声下10个关键词的高精度识别,采用改进稀疏可控截断高斯近似的三权训练方法,构建了由4个卷积层和4个全连通层组成的卷积神经网络。采用三种技术组成的端到端优化:1)采用逐级位宽选择算法优化FFT的硬件开销;2)具有对称核训练(SKT)和专用内部数据重用计算流的有损压缩TWN;3)误差间补偿近似加法树,以减少计算量和边际精度损失。该处理器采用工业22nm CMOS工艺制造,可在11种背景噪声下实现多达10个关键词的实时识别,准确率为90.6%@clean, 85.4%@5 dB。它在250 kHz时的平均功耗为3.8 ~mu text{W}$,标准化的能源效率比目前的技术水平高2.79 $。
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引用次数: 0
A Digital Power Amplifier With Built-In AM–PM Compensation and a Single-Transformer Output Network 具有内置AM–PM补偿和单变压器输出网络的数字功率放大器
Pub Date : 2023-08-11 DOI: 10.1109/OJSSCS.2023.3304599
Jeongseok Lee;Doohwan Jung;David Munzer;Hua Wang
This article presents a digital power amplifier (DPA) with a built-in AM–PM compensation technique and a compact single-transformer footprint. The AM–PM distortion behavior of the current-mode/voltage-mode power amplifiers (PAs) is detailed and an AM–PM compensation technique for both modes is introduced. The proposed design utilizes one current-mode DPA as the main path PA and a class-G PA voltage-mode digital PA as the auxiliary path PA, combined through a single-transformer footprint. It provides enhanced linearity through built-in adaptive biasing and hybrid current-/voltage-mode Doherty-based power combining. As a proof of concept, a 1.2–2.4-GHz wideband DPA is implemented in the Globalfoundries 45-nm CMOS SOI process. The measurements show a 37.6% peak drain efficiency (DE) at 1.4 GHz, and 21.8-dBm saturated output power (Psat) and $1.2times /1.4times $ power back-off (PBO) efficiency enhancement, compared to the ideal class-B at 3 dB/6 dB PBO at 1.2 GHz. This proposed digital PA supports 20-MSym/s 64-QAM modulation at 14.8-dBm average output power and 22.8% average PA DE while maintaining error vector magnitude (EVM) lower than −23 dB without any phase predistortion. To the best of our knowledge, this is the first demonstration of hybrid current–voltage-mode Doherty power combining on a single-footprint transformer over a broad bandwidth (BW).
本文介绍了一种具有内置AM–PM补偿技术和紧凑的单变压器占地面积的数字功率放大器(DPA)。详细介绍了电流模式/电压模式功率放大器(PA)的AM–PM失真行为,并介绍了两种模式的AM–PM补偿技术。所提出的设计利用一个电流模式DPA作为主路径PA和一个G类PA电压模式数字PA作为辅助路径PA,通过单个变压器占地面积进行组合。它通过内置自适应偏置和基于多尔蒂的混合电流/电压模式功率组合提供增强的线性。作为概念验证,Globalfoundries 45 nm CMOS SOI工艺实现了1.2–2.4-GHz宽带DPA。测量结果显示,与1.2 GHz时3dB/6 dB的理想B类PBO相比,1.4 GHz时的峰值漏极效率(DE)为37.6%,饱和输出功率(Psat)为21.8 dBm,功率回退(PBO)为$1.2times/1.4times$。这种提出的数字PA在14.8 dBm的平均输出功率和22.8%的平均PA-DE下支持20 MSym/s 64-QAM调制,同时在没有任何相位预失真的情况下保持误差矢量幅度(EVM)低于-23 dB。据我们所知,这是首次在宽带(BW)上在单个占地面积变压器上进行混合电流-电压模式多尔蒂功率组合的演示。
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引用次数: 0
IEEE Open Journal of Solid-State Circuits Society Special Section on Biomedical Electronics IEEE固态电路学会开放期刊生物医学电子学专刊
Pub Date : 2023-07-06 DOI: 10.1109/OJSSCS.2023.3281904
Jerald Yoo
Recent advances in biomedical electronics have opened the doors to pervasive/wearable technologies as well as bioinspired systems. Traditional disease treatment is shifting toward preemptive, personalized healthcare. For these biomedical electronics to work seamlessly, careful design of integrated circuits for sensing, signal processing, and powering is crucial. However, biomedical applications often are under unique and harsh environments, such as under extremely stringent power budgets and fluctuating supply voltages; on top of this, such applications require hermetic sealing with robust communications. Moreover, we also need to consider various aspects that other applications do not normally consider. As an example, the human body absorbs GHz range electromagnetic signals significantly, making typical RF communication and powering technologies such as Bluetooth or wireless power transfer (WPT) in GHz not an ideal choice in/around body area [1]. Also, with the rise of artificial intelligence and machine learning, personalized healthcare is becoming more popular, but for some applications, “personalized” means that training sets may get scarce, posing issues to achieving high sensitivity and specificity at once. This special Section will present the latest developments in integrated circuits in biomedical electronics to overcome the aforementioned issues: powering, sensing, and processing.
生物医学电子技术的最新进展为普及/可穿戴技术以及仿生系统打开了大门。传统的疾病治疗正在向先发制人、个性化的医疗保健转变。为了使这些生物医学电子设备无缝工作,仔细设计用于传感、信号处理和供电的集成电路至关重要。然而,生物医学应用通常处于独特和恶劣的环境下,例如在极其严格的功率预算和波动的电源电压下;除此之外,此类应用需要具有坚固通信的气密密封。此外,我们还需要考虑其他应用程序通常不会考虑的各个方面。例如,人体会显著吸收GHz范围的电磁信号,这使得典型的射频通信和供电技术,如蓝牙或无线功率传输(WPT)在GHz范围内并不是身体区域/周围的理想选择[1]。此外,随着人工智能和机器学习的兴起,个性化医疗保健越来越受欢迎,但对于一些应用程序来说,“个性化”意味着训练集可能会变得稀缺,这给同时实现高灵敏度和特异性带来了问题。本节将介绍生物医学电子中集成电路的最新发展,以克服上述问题:电源、传感和处理。
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引用次数: 0
A Current-Mode Multiphase Digital Transmitter With a Single-Footprint Transformer-Based Asymmetric Doherty Output Network 基于非对称Doherty输出网络的电流型单相数字变送器
Pub Date : 2023-06-28 DOI: 10.1109/OJSSCS.2023.3290550
Jay R. Sheth;Linsheng Zhang;Xiaochuan Shen;Vinay Iyer;Steven M. Bowers
This article introduces a current-mode multiphase digital transmitter with a single-footprint transformer-based asymmetric Doherty output network. The proposed multiphase architecture overcomes the bandwidth expansion associated with the polar power amplifier (PA), while still achieving relatively constant output power and drain efficiency (DE) profiles. Additionally, to achieve efficiency enhancement in deep power back-off (PBO), and to simultaneously achieve a compact form factor, an asymmetric series Doherty output matching network using a transformer-within-transformer structure is also proposed. A proof-of-concept eight-phase digital transmitter using the proposed single-footprint Doherty network is implemented in a general-purpose 65-nm CMOS process. The transmitter achieves more than 20-dBm output power $(P_{mathrm{ out}})$ and more than 31% DE from 4.5 to 6.7 GHz. At 8-dB PBO, it achieves a DE of 23% and 24% at 6.5 and 7.0 GHz, which corresponds to a $1.76times $ and $1.93times $ improvement compared to normalized class B PA, respectively. The transmitter also achieves a 21% DE and an average $P_{mathrm{ out}}$ of 14 dBm with an r.m.s. error vector magnitude $({mathrm{ EVM}}_{mathrm{ rms}})$ of 4.1% for a 20-MSym/s 64-quadrature amplitude modulation waveform at 6.5 GHz.
本文介绍了一种基于非对称Doherty输出网络的电流模式多相数字变送器,该变送器具有单足迹变压器。所提出的多相架构克服了与极性功率放大器(PA)相关的带宽扩展,同时仍然实现相对恒定的输出功率和漏极效率(DE)分布。此外,为了实现深度功率回退(PBO)中的效率提高,并同时实现紧凑的形状因子,还提出了一种使用变压器内变压器结构的非对称串联多尔蒂输出匹配网络。在通用65nm CMOS工艺中实现了使用所提出的单足迹Doherty网络的概念验证八相数字发射机。该发射机在4.5至6.7 GHz范围内实现了超过20 dBm的输出功率$(P_{mathrm{out}})$和超过31%的DE。在8-dB PBO下,它在6.5和7.0 GHz下实现了23%和24%的DE,与标准化B类PA相比,这分别对应于$1.76times$和$1.93times$。对于6.5 GHz的20 MSym/s 64正交幅度调制波形,发射机还实现了21%的DE和14 dBm的平均$P_{mathrm{out}}$以及4.1%的r.m.s.误差矢量幅度$({math rm{EVM}}_{marthrm{rms})$。
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引用次数: 0
Design Techniques for CMOS Wireline NRZ Receivers Up To 56 Gb/s 高达56Gb/s的CMOS有线NRZ接收机的设计技术
Pub Date : 2023-06-28 DOI: 10.1109/OJSSCS.2023.3290551
Behzad Razavi
Wireline receivers continue to target higher data rates, posing great challenges at circuit and architecture levels. Governed by tradeoffs among speed, power consumption, and channel loss (CL), receiver designs can benefit from new methods that push the performance envelope. This paper presents a number of techniques that allow non-return-to-zero data rates as high as 40 and 56 Gb/s in 45-nm and 28-nm CMOS technologies, respectively. The prototypes operate with a CL of 19-25 dB and a bit error rate of less than 10−12.
有线接收器继续以更高的数据速率为目标,这在电路和架构级别上提出了巨大的挑战。在速度、功耗和信道损耗(CL)之间进行权衡的情况下,接收机设计可以从提高性能的新方法中受益。本文介绍了一些技术,这些技术允许在45nm和28nm CMOS技术中分别高达40和56Gb/s的不归零数据速率。原型的CL为19-25 dB,误码率小于10−12。
{"title":"Design Techniques for CMOS Wireline NRZ Receivers Up To 56 Gb/s","authors":"Behzad Razavi","doi":"10.1109/OJSSCS.2023.3290551","DOIUrl":"https://doi.org/10.1109/OJSSCS.2023.3290551","url":null,"abstract":"Wireline receivers continue to target higher data rates, posing great challenges at circuit and architecture levels. Governed by tradeoffs among speed, power consumption, and channel loss (CL), receiver designs can benefit from new methods that push the performance envelope. This paper presents a number of techniques that allow non-return-to-zero data rates as high as 40 and 56 Gb/s in 45-nm and 28-nm CMOS technologies, respectively. The prototypes operate with a CL of 19-25 dB and a bit error rate of less than 10−12.","PeriodicalId":100633,"journal":{"name":"IEEE Open Journal of the Solid-State Circuits Society","volume":"3 ","pages":"118-133"},"PeriodicalIF":0.0,"publicationDate":"2023-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/8782712/10019316/10167779.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"67861776","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
IEEE Open Journal of the Solid-State Circuits Society IEEE固态电路学会开放期刊
Pub Date : 2023-04-12 DOI: 10.1109/OJSSCS.2023.3266540
{"title":"IEEE Open Journal of the Solid-State Circuits Society","authors":"","doi":"10.1109/OJSSCS.2023.3266540","DOIUrl":"https://doi.org/10.1109/OJSSCS.2023.3266540","url":null,"abstract":"","PeriodicalId":100633,"journal":{"name":"IEEE Open Journal of the Solid-State Circuits Society","volume":"3 ","pages":"C2-C2"},"PeriodicalIF":0.0,"publicationDate":"2023-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/8782712/10019316/10101697.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"67861794","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A 250-mW 5.4G-Rendered-Pixel/s Realistic Refocusing Processor for High-Performance Five-Camera Mobile Devices 一种适用于高性能五摄像头移动设备的250mW 5.4G像素/真实感重聚焦处理器
Pub Date : 2023-02-14 DOI: 10.1109/OJSSCS.2023.3244759
Po-Han Chen;Shu-Wen Yang;Chao-Tsung Huang
Digital refocusing in multicamera mobile devices is becoming crucial. Realistic refocusing, which is a subset of digital refocusing, provides physically correct quality; however, its intense computational complexity results in low processing speed and restricts its applicability. Moreover, its complex computation flow requires substantial DRAM bandwidth and a large SRAM area, making it more challenging to implement in hardware. In this article, we present a high-performance refocusing processor based on a hardware-oriented realistic refocusing algorithm. The proposed compact computation flow saves 92% of the DRAM bandwidth and 32% of the SRAM area without noticeable quality degradation. To support high-performance refocusing, we develop highly paralleled engines for view rendering. They deliver 5.4G rendered-pixel/s throughput. The hardware accelerator improves the processing speed by $100times $ to $350times $ that of the original refocusing algorithm running on a general-purpose processor. The chip is fabricated with 40-nm CMOS technology and comprises 271 kB of SRAM and 2.3M logic gates. The chip processes Full-HD light fields up to 40 frames/s under 250 mW power consumption.
多摄像机移动设备中的数字重新聚焦正变得至关重要。真实的重新聚焦是数字重新聚焦的一个子集,提供了物理上正确的质量;然而,其计算复杂度高,导致处理速度低,限制了其适用性。此外,其复杂的计算流程需要大量的DRAM带宽和大的SRAM面积,这使得在硬件中实现更具挑战性。在本文中,我们提出了一种基于面向硬件的逼真重聚焦算法的高性能重聚焦处理器。所提出的紧凑计算流程节省了92%的DRAM带宽和32%的SRAM面积,而没有明显的质量下降。为了支持高性能的重新聚焦,我们开发了用于视图渲染的高度并行引擎。它们提供5.4G渲染像素/秒的吞吐量。硬件加速器将在通用处理器上运行的原始重新聚焦算法的处理速度提高了$100times$到$350times$。该芯片采用40nm CMOS技术制造,包括271kB的SRAM和2.3M的逻辑门。该芯片在250 mW功耗下处理高达40帧/秒的全高清光场。
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引用次数: 0
Synergistic Distributed Thermal Regulation for On-CMOS High-Throughput Multimodal Amperometric DNA-Array Analysis CMOS上高通量多模式安培DNA阵列分析的协同分布式热调节
Pub Date : 2023-01-12 DOI: 10.1109/OJSSCS.2023.3236305
Hamed Mazhab Jafari;Xilin Liu;Roman Genov
Accurate temperature regulation is critical for amperometric DNA analysis to achieve high fidelity, reliability, and throughput. In this work, a $9times 6$ cell array of mixed-signal CMOS distributed temperature regulators for on-CMOS multimodal amperometric DNA analysis is presented. Three DNA analysis methods are supported, including constant potential amperometry (CPA), cyclic voltammetry (CV), and impedance spectroscopy (IS). In-cell heating and temperature-sensing elements are implemented in standard CMOS technology without post-processing. Using proportional–integral–derivative (PID) control, the local temperature can be regulated to within ±0.5 °C of any desired value between 20 °C and 90 °C. To allow the in-cell integration of independent PID control, a new mixed-signal design is proposed, where the two computationally intensive operations in the PID algorithm, multiplication and subtraction, are performed by an in-cell dual-slope multiplying ADC, resulting in a small area and low power consumption. Over 95% of the circuit blocks are synergistically shared among the four operating modes, including CPA, CV, IS, and the proposed temperature regulation mode. A 3 mm $times3$ mm CMOS prototype fabricated in a 0.13- $mu text{m}$ CMOS technology has been fully experimentally characterized. The proposed distributed temperature regulation design and the mixed-signal PID implementation can be applied to a wide range of sensory and other applications.
准确的温度调节对于电流型DNA分析至关重要,以实现高保真度、可靠性和吞吐量。在这项工作中,提出了一种用于CMOS多峰电流DNA分析的混合信号CMOS分布式温度调节器的$9×6$单元阵列。支持三种DNA分析方法,包括恒电位安培法(CPA)、循环伏安法(CV)和阻抗谱法(IS)。单元内加热和温度传感元件采用标准CMOS技术实现,无需后处理。使用比例-积分-微分(PID)控制,可以将本地温度调节到20°C和90°C之间任何所需值的±0.5°C范围内。为了实现独立PID控制的单元内集成,提出了一种新的混合信号设计,其中PID算法中的两个计算密集型运算(乘法和减法)由单元内双斜率乘法ADC执行,从而实现小面积和低功耗。超过95%的电路块在四种操作模式之间协同共享,包括CPA、CV、IS和所提出的温度调节模式。在0.13-$mutext{m}$CMOS技术中制造的3毫米$times3$mm CMOS原型已经得到了充分的实验表征。所提出的分布式温度调节设计和混合信号PID实现可以应用于广泛的传感和其他应用。
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引用次数: 1
2023 Index IEEE Open Journal of the Solid-State Circuits Society Vol. 3 2023 索引 IEEE 固态电路学会公开期刊第 3 卷
Pub Date : 2023-01-01 DOI: 10.1109/OJSSCS.2024.3363396
{"title":"2023 Index IEEE Open Journal of the Solid-State Circuits Society Vol. 3","authors":"","doi":"10.1109/OJSSCS.2024.3363396","DOIUrl":"https://doi.org/10.1109/OJSSCS.2024.3363396","url":null,"abstract":"","PeriodicalId":100633,"journal":{"name":"IEEE Open Journal of the Solid-State Circuits Society","volume":"3 ","pages":"274-280"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10423723","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139704471","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
IEEE Open Journal of the Solid-State Circuits Society
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