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A 92 dB SNDR 183 dB FoMs Fully Dynamic Fourth-Order Noise-Shaping SAR ADC in the 2-2 Hybrid Nested Structure with Closed-Loop Residue Amplifier SCIE
期刊论文 | 2025 , 44 (6) , 3697-3713 | CIRCUITS SYSTEMS AND SIGNAL PROCESSING
Abstract&Keyword Cite Version(2)

Abstract :

Traditionally, the precision of noise-shaping (NS) successive approximation register (SAR) analog-to-digital converters (ADCs) is limited by the linearity of open-loop residue amplifier and it is challenging to achieve high-order (>= 3) noise-shaping. To mitigate aforementioned limitations, we innovatively propose a fourth-order NS SAR ADC, which adopts the 2-2 hybrid nested (HN) structure that nests error feedback (EF) and cascaded integrator feed-forward (CIFF). With the aid of the 2-2 HN structure, a process-voltage-temperature (PVT)-robust high-order noise-shaping has been successfully implemented in NS SAR ADC. Moreover, to achieve high precision: (1) The closed-loop cascode floating inverter amplifier (FIA) is employed as residue amplifier, breaking the tradeoff between linearity of dynamic amplifier and high precision while maintaining high power efficiency, and realizing a truly high-precision NS SAR ADC with PVT robustness. (2) Sampling KT/C noise cancellation (SNC) technique is exploited to reduce the size of capacitive digital-to-analog converter (CDAC) while meeting the same precision requirements. The proposed ADC was prototyped in a 55 nm CMOS process, achieving a high-precision signal-to-noise-and-distortion ratio (SNDR) of 92.6 dB, capable of maintaining SNDR exceeding 90 dB across PVT variations. It operates within a 312.5 kHz bandwidth (BW) with an oversampling ratio (OSR) of 8, consuming 272 mu W power under 1.2 V supply and realizing a Schreier figure of merit (FoMs) of 183 dB.

Keyword :

Analog-to-digital converter (ADC) Analog-to-digital converter (ADC) Floating inverter amplifier Floating inverter amplifier Noise cancellation Noise cancellation Noise shaping (NS) Noise shaping (NS) Successive approximation register (SAR) Successive approximation register (SAR)

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GB/T 7714 Hu, Wei , Li, Jiaqi , Chen, Qunchao . A 92 dB SNDR 183 dB FoMs Fully Dynamic Fourth-Order Noise-Shaping SAR ADC in the 2-2 Hybrid Nested Structure with Closed-Loop Residue Amplifier [J]. | CIRCUITS SYSTEMS AND SIGNAL PROCESSING , 2025 , 44 (6) : 3697-3713 .
MLA Hu, Wei 等. "A 92 dB SNDR 183 dB FoMs Fully Dynamic Fourth-Order Noise-Shaping SAR ADC in the 2-2 Hybrid Nested Structure with Closed-Loop Residue Amplifier" . | CIRCUITS SYSTEMS AND SIGNAL PROCESSING 44 . 6 (2025) : 3697-3713 .
APA Hu, Wei , Li, Jiaqi , Chen, Qunchao . A 92 dB SNDR 183 dB FoMs Fully Dynamic Fourth-Order Noise-Shaping SAR ADC in the 2-2 Hybrid Nested Structure with Closed-Loop Residue Amplifier . | CIRCUITS SYSTEMS AND SIGNAL PROCESSING , 2025 , 44 (6) , 3697-3713 .
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A 92 dB SNDR 183 dB FoMs Fully Dynamic Fourth-Order Noise-Shaping SAR ADC in the 2–2 Hybrid Nested Structure with Closed-Loop Residue Amplifier Scopus
期刊论文 | 2025 , 44 (6) , 3697-3713 | Circuits, Systems, and Signal Processing
A 92 dB SNDR 183 dB FoMs Fully Dynamic Fourth-Order Noise-Shaping SAR ADC in the 2–2 Hybrid Nested Structure with Closed-Loop Residue Amplifier EI
期刊论文 | 2025 , 44 (6) , 3697-3713 | Circuits, Systems, and Signal Processing
A Multi-Bit Quantization Low-Latency Voltage Sense Amplifier Applied in RRAM Computing-in-Memory Macro Circuits SCIE
期刊论文 | 2024 , 13 (2) | ELECTRONICS
WoS CC Cited Count: 1
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Abstract :

Conventional sense amplifiers limit the performance of current RRAM computing-in-memory (CIM) macro circuits, resulting in high latency and energy consumption. This paper introduces a multi-bit quantization technology low-latency voltage sense amplifier (MQL-VSA). Firstly, the multi-bit quantization technology enhances circuit quantization efficiency, reducing the number of operational states in conventional VSA. Secondly, by simplifying the sequential logic circuits in conventional VSA, the complexity of sequential control signals is reduced, further diminishing readout latency. Experimental results demonstrate that the MQL-VSA achieves a 1.40-times decrease in readout latency and a 1.28-times reduction in power consumption compared to conventional VSA. Additionally, an 8-bit input, 8-bit weight, 14-bit output macro circuit utilizing MQL-VSA exhibited a 1.11times latency reduction and 1.04-times energy savings.

Keyword :

computing-in-memory computing-in-memory low latency low latency RRAM RRAM voltage sense amplifier voltage sense amplifier

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GB/T 7714 Hu, Wei , Zhang, Hangze , Wei, Rongshan et al. A Multi-Bit Quantization Low-Latency Voltage Sense Amplifier Applied in RRAM Computing-in-Memory Macro Circuits [J]. | ELECTRONICS , 2024 , 13 (2) .
MLA Hu, Wei et al. "A Multi-Bit Quantization Low-Latency Voltage Sense Amplifier Applied in RRAM Computing-in-Memory Macro Circuits" . | ELECTRONICS 13 . 2 (2024) .
APA Hu, Wei , Zhang, Hangze , Wei, Rongshan , Chen, Qunchao . A Multi-Bit Quantization Low-Latency Voltage Sense Amplifier Applied in RRAM Computing-in-Memory Macro Circuits . | ELECTRONICS , 2024 , 13 (2) .
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A Multi-Bit Quantization Low-Latency Voltage Sense Amplifier Applied in RRAM Computing-in-Memory Macro Circuits Scopus
期刊论文 | 2024 , 13 (2) | Electronics (Switzerland)
一种基于自适应时钟和波纹减少环路的高精度电流反馈仪表放大器
期刊论文 | 2024 , 45 (8) , 259-267 | 仪器仪表学报
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Abstract :

电流反馈仪表放大器芯片因其高精度、高共模抑制比等优势,广泛应用于微弱信号检测.传统CFIA利用斩波技术降低 1/f 噪声和失调电压以提升放大器精度,但额外引入斩波波纹会显著限制其精度提升.为此,本文提出一种基于自适应时钟和波纹减小环路的新型电流反馈仪表放大器ARCFIA,该放大器针对传统斩波放大器波纹,采用波纹减少环路RRL对其抑制,并借助自适应时钟ACLK,将斩波开关的输入参考噪声谱密度降低.实验结果表明,ARCFIA实现了低于 1.4 μV的低失调电压和 17.2 nV/Hz的输入参考噪声,同时波纹被减少到ARCFIA噪声基底以下,通过减小失调、噪声和波纹,实现了精度的进一步提升.此外,ARCFIA还具有一定潜力应用于复杂环境下的高精度测量系统.

Keyword :

低噪声 低噪声 低失调 低失调 波纹减少 波纹减少 电流反馈仪表放大器 电流反馈仪表放大器 自适应时钟 自适应时钟 高精度 高精度

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GB/T 7714 胡炜 , 吴展鹏 , 程捷文 et al. 一种基于自适应时钟和波纹减少环路的高精度电流反馈仪表放大器 [J]. | 仪器仪表学报 , 2024 , 45 (8) : 259-267 .
MLA 胡炜 et al. "一种基于自适应时钟和波纹减少环路的高精度电流反馈仪表放大器" . | 仪器仪表学报 45 . 8 (2024) : 259-267 .
APA 胡炜 , 吴展鹏 , 程捷文 , 魏榕山 . 一种基于自适应时钟和波纹减少环路的高精度电流反馈仪表放大器 . | 仪器仪表学报 , 2024 , 45 (8) , 259-267 .
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一种基于自适应时钟和波纹减少环路的高精度电流反馈仪表放大器
期刊论文 | 2024 , 45 (08) , 259-267 | 仪器仪表学报
Implementation of high thermal conductivity and synaptic metaplasticity in vertically-aligned hexagonal boron nitride-based memristor SCIE
期刊论文 | 2024 , 67 (6) , 1907-1914 | SCIENCE CHINA-MATERIALS
WoS CC Cited Count: 2
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Abstract :

The next-generation computing system is required to perform 10(18) floating point operations per second to address the exponential growth of data from sensory terminals, driven by advancements in artificial intelligence and the Internet of Things. Even if a supercomputer possesses the capability to execute these operations, managing heat dissipation becomes a significant challenge when the electronic synapse array reaches a comparable scale with the human neuron network. One potential solution to address thermal hotspots in electronic devices is the use of vertically-aligned hexagonal boron nitride (h-BN) known for its high thermal conductivity. In this study, we have developed textured h-BN films using the high power impulse magnetron sputtering technique. The thermal conductivity of the oriented h-BN film is approximately 354% higher than that of the randomly oriented counterpart. By fabricating electronic synapses based on the textured h-BN thin film, we demonstrate various bio-synaptic plasticity in this device. Our results indicate that orientation engineering can effectively enable h-BN to function as a suitable self-heat dissipation layer, thereby paving the way for future wearable memory devices, solar cells, and neuromorphic devices.

Keyword :

boron nitride boron nitride high thermal conductivity high thermal conductivity low-power memory low-power memory neuromorphic computing neuromorphic computing vertically-aligned vertically-aligned

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GB/T 7714 Zhang, Haizhong , Ju, Xin , Jiang, Haitao et al. Implementation of high thermal conductivity and synaptic metaplasticity in vertically-aligned hexagonal boron nitride-based memristor [J]. | SCIENCE CHINA-MATERIALS , 2024 , 67 (6) : 1907-1914 .
MLA Zhang, Haizhong et al. "Implementation of high thermal conductivity and synaptic metaplasticity in vertically-aligned hexagonal boron nitride-based memristor" . | SCIENCE CHINA-MATERIALS 67 . 6 (2024) : 1907-1914 .
APA Zhang, Haizhong , Ju, Xin , Jiang, Haitao , Yang, Dan , Wei, Rongshan , Hu, Wei et al. Implementation of high thermal conductivity and synaptic metaplasticity in vertically-aligned hexagonal boron nitride-based memristor . | SCIENCE CHINA-MATERIALS , 2024 , 67 (6) , 1907-1914 .
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Implementation of high thermal conductivity and synaptic metaplasticity in vertically-aligned hexagonal boron nitride-based memristor CSCD
期刊论文 | 2024 , 67 (6) , 1907-1914 | Science China Materials
Implementation of high thermal conductivity and synaptic metaplasticity in vertically-aligned hexagonal boron nitride-based memristor EI CSCD
期刊论文 | 2024 , 67 (6) , 1907-1914 | Science China Materials
Implementation of high thermal conductivity and synaptic metaplasticity in vertically-aligned hexagonal boron nitride-based memristor; [垂直排列的六方氮化硼基忆阻器中的突触可塑性] Scopus CSCD
期刊论文 | 2024 , 67 (6) , 1907-1914 | Science China Materials
一种应用于物联网传感器的伪三阶Delta-Sigma调制器
期刊论文 | 2024 , 52 (6) , 2123-2130 | 电子学报
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Abstract :

针对物联网传感器难以同时满足高分辨率与低功耗的瓶颈问题,本文设计了一种伪三阶离散时间del-ta-sigma调制器.该架构将一阶无源噪声整形SAR(Successive Approximation Register)量化器嵌入传统二阶delta-sigma调制器以实现更强的噪声整形能力.本文设计允许系统在更低的过采样率(Over Sampling Ratio,OSR)下获取更高的峰值SQNR(Signal-to-Quantizing Noise Ratio),有效缓解了系统精度和功耗之间的设计矛盾,并且减少了有源积分器的使用.针对传统有源加法器高功耗和无源加法器存在衰减不确定性的问题,本文提出了一种新型前馈求和量化电路,它具有对衰减不敏感的优势并且降低了第二级有源积分器的驱动压力,这进一步降低了系统的功耗.本文提出的del-ta-sigma调制器采用180 nm CMOS(Complementary Metal Oxide Semiconductor)工艺制造并测试.在电源电压1.4 V下,芯片测试功耗为47.2μW.在带宽为8 kHz的测试条件下,调制器的DR(Dynamic Range)、峰值SNDR(Signal-to-Noise and Distortion Ratio)和SFDR(Spurious-Free Dynamic Range)分别为97.2dB,96.6dB和114.4dB.因此,Schreier和Walden的SNDR FoM(Figure of Merit)优值达到了178.9dB和0.053 pJ/step.本文提出的伪三阶delta-sigma调制器在功耗和分辨率之间实现了较好的权衡,为物联网领域的低功耗高分辨率调制器设计提供了较好的解决方案.

Keyword :

delta-sigma调制器 delta-sigma调制器 低功耗 低功耗 物联网 物联网 高分辨率 高分辨率

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GB/T 7714 魏聪 , 黄黎杰 , 胡炜 et al. 一种应用于物联网传感器的伪三阶Delta-Sigma调制器 [J]. | 电子学报 , 2024 , 52 (6) : 2123-2130 .
MLA 魏聪 et al. "一种应用于物联网传感器的伪三阶Delta-Sigma调制器" . | 电子学报 52 . 6 (2024) : 2123-2130 .
APA 魏聪 , 黄黎杰 , 胡炜 , 魏榕山 . 一种应用于物联网传感器的伪三阶Delta-Sigma调制器 . | 电子学报 , 2024 , 52 (6) , 2123-2130 .
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一种应用于物联网传感器的伪三阶Delta-Sigma调制器 Scopus
期刊论文 | 2024 , 52 (6) , 2123-2130 | 电子学报
一种应用于物联网传感器的伪三阶Delta-Sigma调制器 EI
期刊论文 | 2024 , 52 (6) , 2123-2130 | 电子学报
一种应用于物联网传感器的伪三阶Delta-Sigma调制器
期刊论文 | 2024 , 52 (06) , 2123-2130 | 电子学报
BiSb/楔形铁磁结构中的自旋轨道矩无场切换
期刊论文 | 2024 , 30 (4) , 197-205 | 功能材料与器件学报
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Abstract :

本工作通过微磁学模拟数值计算证实了以超低电流密度驱动拓扑绝缘体/楔形铁磁异质结构实现确定性无场切换是可行的.此外,我们研究了楔形铁磁层尺寸、界面Dzyaloshinskii-Moriya相互作用、类场转矩和倾斜垂直磁各向异性的偏离极角等因素对自旋轨道矩无场切换的影响.综合优化各个因素后,拓扑绝缘体(BiSb)/楔形铁磁异质结构的临界切换电流密度最低可降至9.0×106 A/cm2,比传统重金属/铁磁结构的临界切换电流密度降低了 1~2 个数量级.这项研究对于推动低功耗自旋轨道矩磁性随机存储器的产业化应用具有重要的意义.

Keyword :

垂直磁各向异性 垂直磁各向异性 微磁学模拟 微磁学模拟 拓扑绝缘体 拓扑绝缘体 无场切换 无场切换 自旋轨道矩 自旋轨道矩

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GB/T 7714 邱鹏 , 朱敏敏 , 胡炜 et al. BiSb/楔形铁磁结构中的自旋轨道矩无场切换 [J]. | 功能材料与器件学报 , 2024 , 30 (4) : 197-205 .
MLA 邱鹏 et al. "BiSb/楔形铁磁结构中的自旋轨道矩无场切换" . | 功能材料与器件学报 30 . 4 (2024) : 197-205 .
APA 邱鹏 , 朱敏敏 , 胡炜 , 张海忠 . BiSb/楔形铁磁结构中的自旋轨道矩无场切换 . | 功能材料与器件学报 , 2024 , 30 (4) , 197-205 .
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BiSb/楔形铁磁结构中的自旋轨道矩无场切换
期刊论文 | 2024 , 30 (04) , 197-205 | 功能材料与器件学报
应用于忆阻器阵列存内计算的低延时低能耗新型感知放大器
期刊论文 | 2024 , 41 (2) , 58-66 | 微电子学与计算机
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Abstract :

存内计算(Computing In Memory,CIM)在人工智能神经网络的卷积运算方面具有巨大的应用潜力.基于忆阻器阵列的多位存内计算由于具备写入速度快、与互补金属氧化物半导体(Complementary Metal Oxide Semiconductor,CMOS)工艺兼容等特点,有望成为解决"内存墙"的有效手段.然而,当前多位存内计算电路架构面临输出延时高和能耗大的问题,主要原因为传统感知放大器的性能制约,为此本文提出了 一种低延时低能耗多位电流型感知放大器(Low-delay Low-power Multi-bit Current-mode Sense Amplifier,LLM-CSA),通过减少传统CSA电路工作状态数量、简化工作时序来优化功能;采用新型低位检测模块的电路设计思路,来多层次系统性地降低输出延时并优化能耗.使用中芯国际40 nm低漏电逻辑工艺(SMIC40 nm LL),利用Cadence电路设计平台,仿真验证所提LLM-CSA的功能和延时-能耗性能.通过对比分析发现:LLM-CSA比传统CSA输出延时降低1.42倍,能量消耗降低1.56倍.进一步地,以一种4bit输入、4bit权重、11 bit输出的忆阻器阵列多位存内计算架构为应用,对比验证所提LLM-CSA的性能:与基于传统CSA的存内计算系统相比,新架构延时降低1.18倍,能耗降低1.03倍.LLM-CSA的提出对促进感知放大器设计思路和忆阻器阵列存内计算架构的发展,具有一定的理论和现实意义.

Keyword :

低延时低能耗 低延时低能耗 存内计算 存内计算 忆阻器阵列 忆阻器阵列 电流型感知放大器 电流型感知放大器

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GB/T 7714 唐成峰 , 胡炜 . 应用于忆阻器阵列存内计算的低延时低能耗新型感知放大器 [J]. | 微电子学与计算机 , 2024 , 41 (2) : 58-66 .
MLA 唐成峰 et al. "应用于忆阻器阵列存内计算的低延时低能耗新型感知放大器" . | 微电子学与计算机 41 . 2 (2024) : 58-66 .
APA 唐成峰 , 胡炜 . 应用于忆阻器阵列存内计算的低延时低能耗新型感知放大器 . | 微电子学与计算机 , 2024 , 41 (2) , 58-66 .
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应用于忆阻器阵列存内计算的低延时低能耗新型感知放大器
期刊论文 | 2024 , 41 (02) , 58-66 | 微电子学与计算机
应用于忆阻器阵列存内计算的低延时低能耗新型感知放大器
期刊论文 | 2024 , (02) , 58-66 | 微电子学与计算机
A CMOS Temperature Sensor with a Smart Calibrated Inaccuracy of +/- 0.11 (3 sigma) SCIE
期刊论文 | 2023 , 23 (11) | SENSORS
WoS CC Cited Count: 1
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Abstract :

This paper presents a BJT-based smart CMOS temperature sensor. The analog front-end circuit contains a bias circuit and a bipolar core; the data conversion interface features an incremental delta-sigma analog-to-digital converter. The circuit utilizes the chopping, correlated double sampling, and dynamic element matching techniques to mitigate the effects of process bias and nonideal device characteristics on measurement accuracy. Furthermore, based on the principle of charge conservation, the dynamic range utilization of the ADC increases. We propose a neural network that uses a multilayer convolutional perceptron to calibrate the sensor output results. Using the algorithm, the sensor achieves an inaccuracy of +/- 0.11 degrees C (3 sigma), exceeding the accuracy of +/- 0.23 degrees C (3 sigma) achieved without calibration. We implement the sensor in a 0.18 mu m CMOS process, occupying an area of 0.42 mm(2). It achieves a resolution of 0.01 degrees C and has a conversion time of 24 ms.

Keyword :

calibration calibration delta-sigma modulation delta-sigma modulation high precision high precision neural network neural network temperature sensor temperature sensor

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GB/T 7714 Wei, Rongshan , Lin, Huishan , Chen, Qunchao et al. A CMOS Temperature Sensor with a Smart Calibrated Inaccuracy of +/- 0.11 (3 sigma) [J]. | SENSORS , 2023 , 23 (11) .
MLA Wei, Rongshan et al. "A CMOS Temperature Sensor with a Smart Calibrated Inaccuracy of +/- 0.11 (3 sigma)" . | SENSORS 23 . 11 (2023) .
APA Wei, Rongshan , Lin, Huishan , Chen, Qunchao , Huang, Gongxing , Hu, Wei . A CMOS Temperature Sensor with a Smart Calibrated Inaccuracy of +/- 0.11 (3 sigma) . | SENSORS , 2023 , 23 (11) .
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A CMOS Temperature Sensor with a Smart Calibrated Inaccuracy of ±0.11 (3σ) Scopus
期刊论文 | 2023 , 23 (11) | Sensors
A CMOS Temperature Sensor with a Smart Calibrated Inaccuracy of ±0.11 (3σ) EI
期刊论文 | 2023 , 23 (11) | Sensors
In-Sensor Computing Realization Using Fully CMOS-Compatible TiN/HfO x -Based Neuristor Array SCIE
期刊论文 | 2023 , 8 (10) , 3873-3881 | ACS SENSORS
WoS CC Cited Count: 8
Abstract&Keyword Cite Version(2)

Abstract :

With the evolution of artificial intelligence, the explosive growth of data from sensory terminals gives rise to severe energy-efficiency bottleneck issues due to cumbersome data interactions among sensory, memory, and computing modules. Heterogeneous integration methods such as chiplet technology can significantly reduce unnecessary data movement; however, they fail to address the fundamental issue of the substantial time and energy overheads resulting from the physical separation of computing and sensory components. Brain-inspired in-sensor neuromorphic computing (ISNC) has plenty of room for such data-intensive applications. However, one key obstacle in developing ISNC systems is the lack of compatibility between material systems and manufacturing processes deployed in sensors and computing units. This study successfully addresses this challenge by implementing fully CMOS-compatible TiN/HfO x -based neuristor array. The developed ISNC system demonstrates several advantageous features, including multilevel analogue modulation, minimal dispersion, and no significant degradation in conductance (@125 & DEG;C). These characteristics enable stable and reproducible neuromorphic computing. Additionally, the device exhibits modulatable sensory and multi-store memory processes. Furthermore, the system achieves information recognition with a high accuracy rate of 93%, along with frequency selectivity and notable activity-dependent plasticity. This work provides a promising route to affordable and highly efficient sensory neuromorphic systems.

Keyword :

analogue modulation analogue modulation fully CMOS-compatible fully CMOS-compatible homogeneousintegration homogeneousintegration in-sensor computing in-sensor computing neuromorphic computing neuromorphic computing

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GB/T 7714 Zhang, Haizhong , Qiu, Peng , Lu, Yaoping et al. In-Sensor Computing Realization Using Fully CMOS-Compatible TiN/HfO x -Based Neuristor Array [J]. | ACS SENSORS , 2023 , 8 (10) : 3873-3881 .
MLA Zhang, Haizhong et al. "In-Sensor Computing Realization Using Fully CMOS-Compatible TiN/HfO x -Based Neuristor Array" . | ACS SENSORS 8 . 10 (2023) : 3873-3881 .
APA Zhang, Haizhong , Qiu, Peng , Lu, Yaoping , Ju, Xin , Chi, Dongzhi , Yew, Kwang Sing et al. In-Sensor Computing Realization Using Fully CMOS-Compatible TiN/HfO x -Based Neuristor Array . | ACS SENSORS , 2023 , 8 (10) , 3873-3881 .
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In-Sensor Computing Realization Using Fully CMOS-Compatible TiN/HfOx-Based Neuristor Array EI
期刊论文 | 2023 , 8 (10) , 3873-3881 | ACS Sensors
In-Sensor Computing Realization Using Fully CMOS-Compatible TiN/HfOx-Based Neuristor Array Scopus
期刊论文 | 2023 , 8 (10) , 3873-3881 | ACS Sensors
COPPER:具有存内计算架构的组合优化问题求解器(英文) CSCD
期刊论文 | 2023 , 24 (05) , 731-742 | Frontiers of Information Technology & Electronic Engineering
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Abstract :

组合优化问题(combinatorial optimization problem,COP)是一类在离散空间中寻找最优解的数学问题,具有广泛的应用。然而,许多组合优化问题是NP完全的,随着问题规模的增加,解决问题所需的时间急剧增加,这促使研究人员寻求更快速的解决方法,即使解不一定是最优的,如近似算法、启发式算法和机器学习算法等。一些先前的工作基于Hopfield神经网络提出了混沌模拟退火(chaoticsimulatedannealing,CSA),并取得了良好的表现。然而,CSA的计算模式对当前的通用处理器并不友好,且没有专用的计算硬件。为了高效地执行CSA,我们提出一种软硬件联合的设计方案。在软件方面,我们使用适当的位宽对权重和输出进行量化,并修改那些不适合硬件实现的计算模式。在硬件方面,我们设计了一种基于忆阻器的专用存内计算硬件架构COPPER。COPPER能够高效地运行修改后的量化CSA算法,并支持流水线以获得进一步加速。结果表明,COPPER在执行CSA算法时,速度和能耗方面都十分出色。

Keyword :

存内计算 存内计算 混沌模拟退火 混沌模拟退火 组合优化问题 组合优化问题

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GB/T 7714 汪乾坤 , 李星辰 , 吴秉哲 et al. COPPER:具有存内计算架构的组合优化问题求解器(英文) [J]. | Frontiers of Information Technology & Electronic Engineering , 2023 , 24 (05) : 731-742 .
MLA 汪乾坤 et al. "COPPER:具有存内计算架构的组合优化问题求解器(英文)" . | Frontiers of Information Technology & Electronic Engineering 24 . 05 (2023) : 731-742 .
APA 汪乾坤 , 李星辰 , 吴秉哲 , 杨可 , 胡炜 , 孙广宇 et al. COPPER:具有存内计算架构的组合优化问题求解器(英文) . | Frontiers of Information Technology & Electronic Engineering , 2023 , 24 (05) , 731-742 .
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COPPER:具有存内计算架构的组合优化问题求解器(英文) CSCD
期刊论文 | 2023 , 24 (5) , 731-741,后插8 | Frontiers of Information Technology & Electronic Engineering
COPPER:具有存内计算架构的组合优化问题求解器(英文)
期刊论文 | 2023 , 24 (05) , 731-742 | Frontiers of Information Technology & Electronic Engineering
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