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A 6.67mW sparse coding ASIC enabling on-chip learning and inference 实现片上学习和推理的6.67mW稀疏编码ASIC
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858385
J. K. Kim, Phil C. Knag, Thomas Chen, Zhengya Zhang
A sparse coding ASIC is designed to learn visual receptive fields and infer the sparse representation of images for encoding, feature detection and recognition. 256 leaky integrate-and-fire neurons are connected in a 2-layer network of 2D local grids linked in a 4-stage systolic ring to reduce the communication latency. Spike collisions are kept sparse enough to be tolerated to save power. Memory is divided into a core section to support inference, and an auxiliary section that is only powered on for learning. An approximate learning tracks only significant neuron activities to save memory and power. The 3.06mm2 65nm CMOS ASIC achieves an inference throughput of 1.24Gpixel/s at 1.0V and 310MHz, and on-chip learning can be completed in seconds. Memory supply voltage can be reduced to 440mV to exploit the soft algorithm that tolerates errors, reducing the inference power to 6.67mW for a 140Mpixel/s throughput at 35MHz.
设计了一种稀疏编码专用集成电路,用于学习视觉感受域,推断图像的稀疏表示,用于编码、特征检测和识别。256个漏出的整合与放电神经元被连接在一个由二维局部网格组成的二层网络中,并以一个4级收缩环连接,以减少通信延迟。尖峰碰撞保持得足够稀疏,可以容忍以节省电力。内存分为支持推理的核心部分和仅用于学习的辅助部分。近似学习只跟踪重要的神经元活动以节省记忆和功率。3.06mm2 65nm CMOS ASIC在1.0V和310MHz下实现了1.24Gpixel/s的推理吞吐量,片上学习可在数秒内完成。存储电源电压可以降低到440mV,以利用容忍错误的软算法,将推理功率降低到6.67mW,在35MHz下实现1.4 mpixel /s的吞吐量。
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引用次数: 13
A 6.5/11/17.5/30-GHz high throughput interferometer-based reactance sensors using injection-locked oscillators and ping-pong nested chopping 基于注入锁定振荡器和乒乓嵌套斩波的6.5/11/17.5/30 ghz高通量干涉仪电抗传感器
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858408
Jun-Chau Chien, M. Anwar, E. Yeh, Luke P. Lee, A. Niknejad
A series of high-sensitivity reactance sensors at 6.5/11/17.5/30-GHz is demonstrated for dielectric spectroscopy sensing on a single micron-size biological specimen. SNR is enhanced with the combination of interferometry and injection-locked oscillator sensors while the offset incurred by chopping-ripple is reduced through ping-pong nested chopping. The sensors achieve a sensitivity of less than 1.25 aF at 100-kHz, enabling label-free cellular detection as a new analytical tool.
设计了一系列高灵敏度的6.5/11/17.5/30 ghz电抗传感器,用于单微米尺度生物样品的介电光谱检测。通过干涉测量和注入锁定振荡器传感器的结合提高了信噪比,同时通过乒乓嵌套斩波减小了斩波带来的偏移。该传感器在100 khz时的灵敏度低于1.25 aF,使无标签细胞检测成为一种新的分析工具。
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引用次数: 15
A 40-MHz 85.8%-peak-efficiency switching-converter-only dual-phase envelope modulator for 2-W 10-MHz LTE power amplifier 一种用于2w 10mhz LTE功率放大器的40mhz 85.8%峰值效率开关转换器双相包络调制器
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858440
Joseph Sankman, Minkyu Song, D. Ma
In conventional envelope modulators, a linear regulator is required to attain fast tracking, but it is a significant source of efficiency degradation. To eliminate the linear regulator, a dual-phase switching converter with synchronized adaptive voltage tracking (SAVT) control is employed. The SAVT control enables synchronization and fast hysteretic response for voltage tracking. To overcome the switching converter slew rate limit, a push-pull slew rate enhancer is implemented. The modulator is fabricated with a 0.18μm process and achieves 85.8% peak efficiency tracking a 10MHz LTE envelope.
在传统的包络调制器中,需要一个线性调节器来实现快速跟踪,但它是效率下降的一个重要来源。为了消除线性稳压器,采用了具有同步自适应电压跟踪(SAVT)控制的双相开关变换器。SAVT控制使同步和快速滞后响应的电压跟踪。为了克服开关变换器的摆率限制,实现了推挽式摆率增强器。该调制器采用0.18μm工艺制造,可实现85.8%的峰值效率,跟踪10MHz LTE包络。
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引用次数: 7
A 0.37-to-46.5GHz frequency synthesizer for software-defined radios in 65nm CMOS 用于65nm CMOS软件定义无线电的0.37至46.5 ghz频率合成器
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858394
Jun Yin, H. Luong
Employing a switched-transformer-based triple-band Q-VCO and a magnetically-tuned multi-mode triple-push x4 injection-locked frequency multiplier (ILFM), a CMOS SDR frequency synthesizer generates IQ LO signals continuously from 0.37GHz to 23.25GHz and differential LO signals from 23.25GHz to 46.5GHz. Implemented in 65-nm CMOS, the synthesizer measures phase noise of -94dBc/Hz in band and of -136dBc/Hz at 10MHz offset from 7.2GHz and RMS jitters between 0.43ps and 0.55ps across the whole frequency range while consuming 36 to 90mW and occupying an active area of 1.82mm2.
CMOS SDR频率合成器采用基于开关变压器的三频带Q-VCO和磁调谐多模三推x4注入锁频倍频器(ILFM),在0.37GHz至23.25GHz范围内连续产生IQ LO信号和23.25GHz至46.5GHz的差分LO信号。在65纳米CMOS中实现,合成器测量的相位噪声在频带为-94dBc/Hz,在7.2GHz的10MHz偏移量为-136dBc/Hz,整个频率范围内的RMS抖动在0.43ps和0.55ps之间,消耗36至90mW,占用1.82mm2的有效面积。
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引用次数: 4
A Column-Row-Parallel ASIC architecture for 3D wearable / portable medical ultrasonic imaging 一种用于3D可穿戴/便携式医学超声成像的列-行-并行ASIC架构
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858445
Kailiang Chen, Hae-Seung Lee, C. Sodini
A Column-Row-Parallel ASIC architecture is proposed to enable 3D wearable / portable medical ultrasound. It offers linear-scaling interconnection, acquisition and programming time, while supporting rich functionality. High voltage MUX in Tx and specially sized source follower in Rx are used to implement parallelization for improved SNR. Fault-tolerant transceiver handles defective transducer elements to increase assembly yield and allow successful system demonstration.
提出了一种列-行-并行ASIC架构,实现了3D可穿戴/便携式医学超声。它提供线性缩放互连,采集和编程时间,同时支持丰富的功能。在Tx中使用高压MUX,在Rx中使用特殊尺寸的源从动器来实现并行化,以提高信噪比。容错收发器处理有缺陷的传感器元件,以提高装配率,并允许成功的系统演示。
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引用次数: 21
A 960MS/s DAC with 80dB SFDR in 20nm CMOS for multi-mode baseband wireless transmitter 用于多模基带无线发射机的960MS/s DAC, 80dB SFDR, 20nm CMOS
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858435
Wei-Hsin Tseng, Pao-Cheng Chiu
A 960MS/s calibrated digital-to-analog converter (DAC) and low pass reconstruction filter are fabricated in 20nm CMOS. The calibration is implemented without an extra analog-to-digital converter (ADC) by reconfiguring the filter as the integrator for an incremental ADC which is used to digitize DAC cell mismatch. The digital input to the DAC is compensated by a look-up table to correct DAC mismatch in real-time. Before calibration, DNL is -1.1/+0.7LSB and INL is -2.1/+0.3LSB. After calibration DNL and INL are improved to -0.2/+0.2LSB and -0.3/+0.2LSB respectively. This 10b DAC achieves 80.2dB SFDR after calibration, and occupies 0.01mm2 for an I/Q DAC pair which is 12.5% of the area for an uncalibrated I/Q DAC pair.
在20nm CMOS上制作了960MS/s校准的数模转换器(DAC)和低通重构滤波器。通过将滤波器重新配置为用于数字化DAC单元失配的增量ADC的积分器,无需额外的模数转换器(ADC)即可实现校准。DAC的数字输入通过查找表进行补偿,以实时纠正DAC失配。校准前,DNL为-1.1/+0.7LSB, INL为-2.1/+0.3LSB。校正后,DNL和INL分别提高到-0.2/+0.2LSB和-0.3/+0.2LSB。该10b DAC在校准后达到80.2dB SFDR, I/Q DAC对占地0.01mm2,是未校准I/Q DAC对面积的12.5%。
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引用次数: 8
Early detection and repair of VRT and aging DRAM bits by margined in-field BIST 基于边缘场内BIST的VRT和老化DRAM位的早期检测与修复
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858414
B. Kleveland, Jeong-Hyeok Choi, J. Kumala, Pascal Adam, Patrick Chen, Rajesh Chopra, Antonio Cruz, R. B. David, Ashish Dixit, Sinan Doluca, Mark Hendrickson, Ben Lee, Ming Liu, M. J. Miller, Mike Morrison, B. C. Na, Jay Patel, Dipak K. Sikdar, M. Sporer, Clement Szeto, Anju Tsao, Jianguang Wang, Daniel Yau, Wesley Yu
We propose improving system availability by performing in-field repair at the chip level. This enables margining and detection of degrading memory cells before the user observes any errors. A 576 Mb embedded DRAM at 1.5 GHz in a 40nm CMOS technology achieves improved resilience to both aging memory cells and cells with variable retention time (VRT). Un-interrupted user access of 6 billion 72-bit read and write operations per second is maintained during background repair.
我们建议通过在芯片级执行现场维修来提高系统的可用性。这允许在用户观察到任何错误之前对退化的内存单元进行边缘和检测。采用40nm CMOS技术的1.5 GHz 576 Mb嵌入式DRAM提高了对老化存储单元和可变保留时间(VRT)存储单元的弹性。在后台修复期间,保持了每秒60亿次72位读写操作的不间断用户访问。
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引用次数: 3
An ASIC for readout of post-processed thin-film MEMS resonators by employing capacitive interfacing and active parasitic cancellation 一种用于后处理薄膜MEMS谐振器读出的电容式接口和有源寄生对消专用集成电路
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858442
Liechao Huang, W. Rieutort-Louis, A. Gualdino, L. Teagno, Yingzhe Hu, J. Mouro, J. Sanz-Robinson, J. Sturm, S. Wagner, V. Chu, J. Conde, N. Verma
Thin-film MEMS bridges as micro-resonators have proven attractive for various sensing applications (acceleration, mass, chemical, pressure, etc.) by using frequency shift as a basis for sensing [1]. Low-temperature processing of amorphous-silicon (a-Si:H) enables low-cost fabrication of high-Q MEMS bridges having excellent compatibility with CMOS post processing. However, the a-Si:H bridges have weak motional conductances [2]. Parasitic feed-through capacitances, both due to the device structure and routing, can easily drown out the resonant behavior. This paper proposes a non-contact MEMS interfacing and readout system in standard CMOS which enables robust integration while substantially rejecting the effects of parasitic feed-through capacitance.
薄膜MEMS桥作为微谐振器已被证明对各种传感应用(加速度,质量,化学,压力等)具有吸引力,通过使用频移作为传感bb0的基础。非晶硅(a-Si:H)的低温加工使得低成本制造高q MEMS桥具有与CMOS后处理的良好兼容性。然而,a-Si:H桥具有较弱的运动电导b[2]。由于器件结构和布线的原因,寄生馈通电容很容易淹没谐振行为。本文提出了一种非接触式MEMS接口和读出系统,该系统在标准CMOS中实现了鲁棒集成,同时实质上拒绝了寄生馈通电容的影响。
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引用次数: 2
On-chip measurement of data jitter with sub-picosecond accuracy for 10Gb/s multilane CDRs 10Gb/s多通道话单数据抖动的亚皮秒精度片上测量
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858401
Joshua Liang, M. S. Jalali, A. Sheikholeslami, M. Kibune, H. Tamura
On-chip jitter measurement is demonstrated in a 10Gb/s CDR by correlating the phase detector outputs of two adjacent CDR lanes. The RMS jitter of the received data and an estimate of the jitter's power spectral density are then extracted without using an external reference clock. Circuits implemented in 65nm CMOS measure random jitter ranging from 0.85ps to 1.89ps in PRBS31 data with no more than 100fs error compared to an 80GS/s real-time oscilloscope. Sinusoidal jitter of 0.89ps to 5.1ps is measured with a worst-case error of 580fS compared to the oscilloscope.
通过将两个相邻CDR通道的鉴相器输出相关联,演示了10Gb/s CDR的片上抖动测量。然后在不使用外部参考时钟的情况下提取接收数据的RMS抖动和抖动功率谱密度的估计。与80GS/s实时示波器相比,采用65nm CMOS实现的电路测量PRBS31数据的随机抖动范围为0.85ps至1.89ps,误差不超过100fs。与示波器相比,测量了0.89ps至5.1ps的正弦抖动,最坏情况误差为580fS。
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引用次数: 2
A 65-nm 0.5-V 17-pJ/frame.pixel DPS CMOS image sensor for ultra-low-power SoCs achieving 40-dB dynamic range 一个65nm 0.5 v 17 pj /帧。像素DPS CMOS图像传感器超低功耗soc实现40 db动态范围
Pub Date : 2014-06-10 DOI: 10.1109/VLSIC.2014.6858426
D. Bol, G. D. Streel, F. Botman, A. K. Lusala, N. Couniot
We propose a CMOS image sensor operating at ultra-low voltage (ULV) in a 65-nm low-power (LP) CMOS logic process for ultra-low-power SoC integration. Energy of 17-pJ/frame.pixel and 4×4-μm pixel size with 57-% fill factor are achieved at 0.5 V with digital pixel sensor (DPS) and time-based readout while reaching 40-dB dynamic range (DR) despite high leakage currents and Vt variability, thanks to delta-reset sampling (DRS) as well as gating and adaptive body biasing (ABB) of the 2-transistor (2-T) in-pixel comparator.
我们提出了一种工作在超低电压(ULV)的CMOS图像传感器,采用65纳米低功耗(LP) CMOS逻辑工艺,用于超低功耗SoC集成。17-pJ/frame的能量。采用数字像素传感器(DPS)和基于时间的读出,在0.5 V电压下实现了像素和4×4-μm像素尺寸,填充系数为57%,同时在高泄漏电流和Vt可变性下达到40 db动态范围(DR),这得益于delta复位采样(DRS)以及2晶体管(2-T)像素内比较器的门控和自适应体偏置(ABB)。
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引用次数: 17
期刊
2014 Symposium on VLSI Circuits Digest of Technical Papers
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