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MixerKT:A Knowledge Tracing Model Based on Pure MLP Architecture
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作者 Jun Wang Mingjie Wang +3 位作者 Zijie Li Ken Chen Jiatian Mei Shu Zhang 《Computers, Materials & Continua》 SCIE EI 2025年第1期485-498,共14页
In the field of intelligent education,the integration of artificial intelligence,especially deep learning technologies,has garnered significant attention.Knowledge tracing(KT)plays a pivotal role in this field by pred... In the field of intelligent education,the integration of artificial intelligence,especially deep learning technologies,has garnered significant attention.Knowledge tracing(KT)plays a pivotal role in this field by predicting students’future performance through the analysis of historical interaction data,thereby assisting educators in evaluating knowledgemastery and tailoring instructional strategies.Traditional knowledge tracingmethods,largely based on Recurrent Neural Networks(RNNs)and Transformer models,primarily focus on capturing long-term interaction patterns in sequential data.However,these models may neglect crucial short-term dynamics and other relevant features.This paper introduces a novel approach to knowledge tracing by leveraging a pure Multilayer Perceptron(MLP)architecture.We proposeMixerKT,a knowledge tracing model based on theHyperMixer framework,which uniquely integrates global and localMixer feature extractors.This architecture enables more effective extraction of both long-terminteraction trends and recent learning behaviors,addressing limitations in currentmodels thatmay overlook these key aspects.Empirical evaluations on twowidely-used datasets,ASSIS Tments2009 and Algebra2005,demonstrate that MixerKT consistently outperforms several state-of-the-art models,including DKT,SAKT,and Separated Self-Attentive Neural Knowledge Tracing(SAINT).Specifically,MixerKT achieves higher prediction accuracy,highlighting its effectiveness in capturing the nuances of learners’knowledge states.These results indicate that our model provides a more comprehensive representation of student learning patterns,enhancing the ability to predict future performance with greater precision. 展开更多
关键词 Knowledge tracing multilayer perceptron channel mixer sequence mixer
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基于预训练递归Transformer-Mixer的多维时间序列分类研究
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作者 邓泽先 张云贵 张琳 《计算机工程》 北大核心 2025年第5期154-165,共12页
多维时间序列分类在工业、医疗、金融等领域有着广泛应用,在工业产品质量控制、疾病预测、金融风险控制等方面发挥着重要作用。多维时间序列时间依赖关系和空间依赖关系同等重要,传统多维时间序列模型只对时间或空间某一维度重点关注。... 多维时间序列分类在工业、医疗、金融等领域有着广泛应用,在工业产品质量控制、疾病预测、金融风险控制等方面发挥着重要作用。多维时间序列时间依赖关系和空间依赖关系同等重要,传统多维时间序列模型只对时间或空间某一维度重点关注。为此,提出一种基于预训练递归Transformer-Mixer的多维时间序列分类模型PRTMMTSC。模型基于Transformer-Mixer模块充分学习多维时间序列时间和空间的关联关系。为进一步提升分类模型的性能,受异常检测模型的启发,将预训练后的隐藏层特征和残差特征进行融合,并采用PolyLoss损失函数对模型进行训练。为减少模型训练参数量,模型中Transformer-Mixer模块采用递归方式构建,使多层可训练参数量仅为单层Transformer-Mixer参数量。在UEA多维时间数据集上的实验结果表明,所提模型的性能优于对比模型,相较于TARNet模型和RLPAM模型的准确率分别提升3.03%和4.69%。在UEA及IF钢夹渣缺陷分类的消融实验验证预训练方式、Transformer-Mixer模块、残差信息及PolyLoss损失函数的有效性。 展开更多
关键词 多维时间序列分类 Transformer-mixer模块 机器学习 预训练 IF钢夹渣缺陷预报
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基于Summing Mixer的小型录音棚录音系统设计与实现——某研究院声像中心录音棚建设实例
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作者 刘牧 苑方磊 +1 位作者 宋华华 李杰 《电声技术》 2025年第1期20-25,共6页
小型录音棚通常具有空间小、投资省、设备系统简约以及使用灵活高效等特点。通过设计一个小型录音棚录音系统,提出以Summing Mixer为路由与控制核心的系统整体设计方案,包括拾音系统、数字音频系统、监听系统以及硬件效果器系统等分系... 小型录音棚通常具有空间小、投资省、设备系统简约以及使用灵活高效等特点。通过设计一个小型录音棚录音系统,提出以Summing Mixer为路由与控制核心的系统整体设计方案,包括拾音系统、数字音频系统、监听系统以及硬件效果器系统等分系统设计。通过配备硬件压缩器、限制器、均衡器以及混响器等设备,为小型数字录音系统添加了“模拟味”。最后,探讨了设计系统在录音实践中实现零延迟返送监听、外部设备多链路接入、母带制作路由等技术优势。 展开更多
关键词 录音 小型录音棚 Summing mixer 系统设计
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Multimodal Convolutional Mixer for Mild Cognitive Impairment Detection
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作者 Ovidijus Grigas Robertas Damaševicius Rytis Maskeli—unas 《Computers, Materials & Continua》 2025年第7期1805-1838,共34页
Brain imaging is important in detecting Mild Cognitive Impairment(MCI)and related dementias.Magnetic Resonance Imaging(MRI)provides structural insights,while Positron Emission Tomography(PET)evaluates metabolic activi... Brain imaging is important in detecting Mild Cognitive Impairment(MCI)and related dementias.Magnetic Resonance Imaging(MRI)provides structural insights,while Positron Emission Tomography(PET)evaluates metabolic activity,aiding in the identification of dementia-related pathologies.This study integrates multiple data modalities—T1-weighted MRI,Pittsburgh Compound B(PiB)PET scans,cognitive assessments such as Mini-Mental State Examination(MMSE),Clinical Dementia Rating(CDR)and Functional Activities Questionnaire(FAQ),blood pressure parameters,and demographic data—to improve MCI detection.The proposed improved Convolutional Mixer architecture,incorporating B-cos modules,multi-head self-attention,and a custom classifier,achieves a classification accuracy of 96.3%on the Mayo Clinic Study of Aging(MCSA)dataset(sagittal plane),outperforming state-of-the-art models by 5%–20%.On the full dataset,the model maintains a high accuracy of 94.9%,with sensitivity and specificity reaching 89.1%and 98.3%,respectively.Extensive evaluations across different imaging planes confirm that the sagittal plane offers the highest diagnostic performance,followed by axial and coronal planes.Feature visualization highlights contributions from central brain structures and lateral ventricles in differentiating MCI from cognitively normal subjects.These results demonstrate that the proposed multimodal deep learning approach improves accuracy and interpretability in MCI detection. 展开更多
关键词 Magnetic resonance imaging positron emission tomography mild cognitive impairment convolutional mixer CLASSIFICATION
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基于MLP-Mixer-BiGRU融合网络的滚动轴承故障诊断方法
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作者 吴月超 郑波 《科技创新与应用》 2025年第36期157-160,共4页
针对现有方法在一维振动信号空间与时间信息协同提取能力不足等问题,提出一种基于MLP-Mixer-BiGRU融合网络的滚动轴承故障诊断方法。首先,将原始一维振动信号进行连续小波变换,将其转化为时频图像以保留信号的时频域特征。随后,采用MLP-... 针对现有方法在一维振动信号空间与时间信息协同提取能力不足等问题,提出一种基于MLP-Mixer-BiGRU融合网络的滚动轴承故障诊断方法。首先,将原始一维振动信号进行连续小波变换,将其转化为时频图像以保留信号的时频域特征。随后,采用MLP-Mixer网络对时频图像进行分块嵌入与全局特征提取,有效挖掘图像的空间结构信息;进而,将MLP-Mixer网络输出的特征序列输入BiGRU网络,充分捕捉故障特征在时间维度上的动态演化规律与长短期依赖关系。最终,通过全连接层实现故障类别的精准分类。实验结果表明,所提方法有效提升滚动轴承故障诊断的准确率与稳定性。 展开更多
关键词 深度学习 滚动轴承 故障诊断 MLP-mixer BiGRU 连续小波变换
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一种应用于GNSS射频接收机的高增益、低噪声LNA+Mixer
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作者 杨贤成 熊娟 《电子技术应用》 2025年第11期59-64,共6页
提出了一种基于标准0.18μm互补金属氧化物半导体(Complementary Metal Oxide Semiconductor,CMOS)工艺的射频前端集成电路设计方案,针对全球定位系统(Global Positioning System,GPS)L1和北斗B1双模导航系统的应用需求,提升了低噪声放... 提出了一种基于标准0.18μm互补金属氧化物半导体(Complementary Metal Oxide Semiconductor,CMOS)工艺的射频前端集成电路设计方案,针对全球定位系统(Global Positioning System,GPS)L1和北斗B1双模导航系统的应用需求,提升了低噪声放大器(Low-Noise Amplifier,LNA)与下变频混频器的关键性能指标。在电路架构方面,针对低噪声放大器,创新性地采用感应源退化技术,通过外部电容与栅源电容并联有效降低了噪声系数;而对于下变频混频器模块,则选用了具有结构优势的无源单平衡拓扑,在保证转换增益的同时显著改善了线性度指标并降低了1/f噪声干扰。测试结果显示,该方案在1.8 V电压下实现60 dB链路增益和2 dB噪声系数,整体功耗仅22 mW。系统集成测试中,当输入功率为-100 dBm时,输出中频功率达3.15 dBm。 展开更多
关键词 GPS/北斗 低噪声放大器 混频器 0.18μm CMOS工艺
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NUMERICAL INVESTIGATION OF AERODYNAMIC AND MIXING CHARACTERISTICS OF SCARFED LOBED MIXER FOR TURBOFAN ENGINE EXHAUST SYSTEM 被引量:6
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作者 单勇 张靖周 徐亮 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2009年第2期130-136,共7页
The flow field and aerodynamic performances for the scarfed lobed forced mixer are studied based on a computational fluid dynamics(CFD) technique. A series of computations are conducted to obtain the effects of the ... The flow field and aerodynamic performances for the scarfed lobed forced mixer are studied based on a computational fluid dynamics(CFD) technique. A series of computations are conducted to obtain the effects of the bypass ratio and the scarf angle on the mixing performance for the scarfed lobed mixer. Results show that the scarfed lobed mixer is reduced in the system weight. Meanwhile, aerodynamic performances are slightly improved compared with the normal lobed mixer. Two reasons for causing the mixing enhancement between the core and the bypass flow are as follows: (1) The stream-wise vortices shed from the training edge of the half/full scarfed lobed mixer earlier is enhanced by about 25%. (2) The mixing augmentation is also associated with the increase of the interface length caused by scarfing. The thermal mixing efficiency is enhanced with the increase of the bypass ratio and the scarfing angle. The scarfed lobed mixer design has no negative effects on the pressure loss. The total pressure recovery coefficient reaches above 0. 935 in various bypass ratios and scarfed angles. As the bypass ratio increases, the total pressure recovery coefficient also increases for the scarfed lobed mixer. 展开更多
关键词 AERODYNAMICS numerical simulation mixerS scarfed lobed nozzle aerodynamic characteristics
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Analysis and Design of a Quadrature Down-Conversion Mixer for UHF RFID Readers 被引量:3
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作者 倪熔华 谈熙 +1 位作者 唐长文 闵昊 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2008年第6期1128-1135,共8页
A quadrature mixer with a shared transconductor stage is analyzed,including voltage conversion gain, linearity, noise figure, and image rejection. The analysis indicates it has better performance than a conventional G... A quadrature mixer with a shared transconductor stage is analyzed,including voltage conversion gain, linearity, noise figure, and image rejection. The analysis indicates it has better performance than a conventional Gilbert mixer pair in commutating mode. A quadrature down-conversion mixer based on this topology is designed and optimized for an ultra high frequency RFID reader. Operating in the 915MHz ISM band, the presented quadrature mixer measures a conversion gain of 12.5dB,an IIP3 of 10dBm, an IIP2 of 58dBm, and an SSB noise figure of 17.6riB. The chip was fabricated in a 0. 18μm 1P6M RF CMOS process and consumes only 3mA of current from a 1.8V power supply. 展开更多
关键词 quadrature mixer shared transconductor stage RFID reader CMOS low power high linearity
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Low-voltage CMOS Folded-cascode Mixer 被引量:2
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作者 宋丹 张晓林 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2010年第2期198-203,共6页
The folded-cascode structure is used to realize the low-voltage low-power consumption mixer, whose performance parameters have big influence on the navigation radio receiver's performance. Adopting the folded-cascode... The folded-cascode structure is used to realize the low-voltage low-power consumption mixer, whose performance parameters have big influence on the navigation radio receiver's performance. Adopting the folded-cascode structure, the folded-cascode mixer (FCM) has a lower power supply voltage of 1.2 V and realizes the design trade-offs among the high transconductance, high linearity and low noise. The difficulties of realizing the trade-offs between the linearity and noise performance, the linearity and conversion gain, the conversion gain and noise performance are reduced. Fabricated in an radio frequency (RF) 0.18 μm CMOS process, the FCM has an active area of about 200 μm ×150 μm and consumes approximate 3.9 mW. The test results show that the FCM features a conversion gain (Gc) of some 14.5 dB, an input 1 dB compression point (Pin-1dB) of almost -13 dBm and a dual sideband (DSB) noise figure of around 12 dB. The FCM can be applied to the navigation radio receivers and electronic systems for aviation and aerospace or other related fields. 展开更多
关键词 NAVIGATION radio receivers CMOS integrated circuits FOLDED-CASCODE mixerS
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Low Voltage CMOS Gilbert Mixers for Bluetooth Transceiver 被引量:1
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作者 崔福良 马德群 +3 位作者 黄林 叶菁华 郭淦 洪志良 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2004年第9期1066-1073,共8页
Based on the analyses of the reported Gilbert mixers operating at low supply vol tage,a down-conversion mixer and an up-conversion mixer for 2.4GHz bluetooth transceiver are presented with the modified low voltage de... Based on the analyses of the reported Gilbert mixers operating at low supply vol tage,a down-conversion mixer and an up-conversion mixer for 2.4GHz bluetooth transceiver are presented with the modified low voltage design techniques,respe ctively.Feedback and current mirror techniques suitable for low voltage operatio n are used to improve the linearity of the up-conversion mixer,and folded-casc ode output stage is adopted to optimize the noise and conversion gain of the dow n-conversion mixer operating at low voltage.Based on 0.35μm CMOS technology,s imulations are performed with 2V supply voltage.The results show that 20dBm thir d-order intercept point (IIP3),87mV output signal amplitude are achieved for up -conversion mixer with about 3mA current;while 20dB conversion gain (CG),6.5nV /Hz input-referred noise,4.4dBm IIP3 are obtained for down-conversion mixer with about 3.5mA current. 展开更多
关键词 bluetooth transceiver low voltage mixer
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CMOS Mixers for 2.4GHz WLAN Transceivers 被引量:2
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作者 池保勇 石秉学 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2003年第5期472-475,共4页
A down-conversion mixer and an up-conversion mixer for 2.4GHz WLAN transceivers are presented.The down-conversion mixer uses a class-AB input stage to get high linearity and to realize input impedance matching and sin... A down-conversion mixer and an up-conversion mixer for 2.4GHz WLAN transceivers are presented.The down-conversion mixer uses a class-AB input stage to get high linearity and to realize input impedance matching and single-ended to differential conversion.The mixers are implemented in 0.18μm CMOS process.The measured results are given to show their performance. 展开更多
关键词 WLAN transceivers mixer Gilbert cell
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A Wide-Band High-Linearity Down-Conversion Mixer for Cable Receptions 被引量:1
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作者 顾明 石寅 代伐 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2006年第7期1159-1163,共5页
We analyze a wide-band,high-linearity down-conversion mixer for cable receptions that is implemented in 0. 35μm SiGe BiCMOS technology. The bandwidth of the RF (radio frequency) input covers the range from 1 to 1.8... We analyze a wide-band,high-linearity down-conversion mixer for cable receptions that is implemented in 0. 35μm SiGe BiCMOS technology. The bandwidth of the RF (radio frequency) input covers the range from 1 to 1.8GHz. The measured input power at the - 1dB compression point of the mixer reaches + 14.23dBm. The highest voltage conversion gain is 8. 31dB, while the lowest noise figure is 19.4dB. The power consumed is 54mW with a 5V supply. The test result of the down-conversion mixer is outlined. 展开更多
关键词 BICMOS wide band LINEARITY down conversion mixer SIGE
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A broad-band sub-harmonic mixer for W-band applications 被引量:2
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作者 许正彬 钱澄 《Journal of Southeast University(English Edition)》 EI CAS 2013年第1期7-10,共4页
In order to improve the bandwidth of the conventional sub-harmonic mixer, a broad-band, high intermediate frequency(IF) sub-harmonic mixer for W-band applications is proposed. Replacing the open and short stubs that... In order to improve the bandwidth of the conventional sub-harmonic mixer, a broad-band, high intermediate frequency(IF) sub-harmonic mixer for W-band applications is proposed. Replacing the open and short stubs that are used in the convertional sub-harmonic mixer with a broad-band band-pass filter and a low-pass filter, respectively, a wide operating frequency band is achieved. Furthermore, without the use of the edge-coupled band-pass filter at radio frequency(RF) port, the proposed structure can be realized by common hybrid microwave integrated circuit technology at W- band. The measured results show that the proposed subharmonic mixer can operate from 80 to 107.5 GHz for RF frequency and support up to 18 GHz for the IF bandwidth. Also, the measured results show that the single-sideband conversion loss is less than 13. 7 dB over the available RF frequency band, while the minimum conversion loss is about 9 dB at an RF of 92. 5 GHz and an 1F of 3 GHz. Thus, a large operating bandwidth performance at W-band can be achieved by the orooosed mixer. 展开更多
关键词 BROAD-BAND W-BAND sub-harmonic mixer
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基于Hessian局部线性嵌入和MLP-Mixer的液体火箭发动机涡轮泵轻量化故障诊断框架 被引量:3
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作者 窦唯 赵东方 +1 位作者 张宏利 刘树林 《振动与冲击》 EI CSCD 北大核心 2024年第2期156-165,共10页
作为液体火箭发动机推进剂输送系统的关键部件,涡轮泵的运行状态直接影响着整个运载系统的性能,然而,现有的故障诊断方法往往面临特性参数选择片面及计算复杂度高等问题。针对上述局限,提出了面向涡轮泵的轻量化故障诊断框架。所提方法... 作为液体火箭发动机推进剂输送系统的关键部件,涡轮泵的运行状态直接影响着整个运载系统的性能,然而,现有的故障诊断方法往往面临特性参数选择片面及计算复杂度高等问题。针对上述局限,提出了面向涡轮泵的轻量化故障诊断框架。所提方法利用Hessian局部线性嵌入算法对信号时域、频域及时频特征进行降维,并引入一种轻量化的深度学习模型MLP-Mixer作为分类器,进而实现不同故障状态的辨识。采用某型号涡轮泵试车数据验证了所提方法的有效性,结果表明,该方法能够在保障诊断精度的同时有效降低计算复杂度,提高诊断效率。 展开更多
关键词 液体火箭发动机涡轮泵 故障诊断 Hessian局部线性嵌入 MLP-mixer
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CMOS Quadrature Modulator and Up-Conversion Mixer for 802.11a Wireless LAN Systems
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作者 李文渊 王志功 毛银伟 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2007年第9期1364-1368,共5页
A quadrature modulator and an up-conversion mixer for an 802. lla wireless LAN system are designed and fabricated in 0.18μm gate length standard CMOS technology. A current feedback loop with a transconductor is used ... A quadrature modulator and an up-conversion mixer for an 802. lla wireless LAN system are designed and fabricated in 0.18μm gate length standard CMOS technology. A current feedback loop with a transconductor is used to improve the linearity of the quadrature modulator;An LC resonant tank is used as the load of the upconversion mixer to improve its gain and increase the voltage swing. The measurement results show that the input P1dB achieves -3.6dBm, the transducer power gain of the circuit is -3.6dB,and the current consumes about 45.8mA with a 1.8V power supply. 展开更多
关键词 RFIC CMOS technology quadrature modulator up-conversion mixer Gilbert cell
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A CMOS high-IF down-conversion mixer for WLAN 802.11a applications
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作者 张浩 李智群 王志功 《Journal of Southeast University(English Edition)》 EI CAS 2010年第1期11-16,共6页
A low noise, high conversion gain down-conversion mixer for WLAN 802.11a applications, which adopts the high intermediate frequency (IF) topology, is presented. The input radio frequency (RF)band, local oscillator... A low noise, high conversion gain down-conversion mixer for WLAN 802.11a applications, which adopts the high intermediate frequency (IF) topology, is presented. The input radio frequency (RF)band, local oscillator(LO)frequency band and output IF are 5.15 to 5.35, 4.15 to 4.35 and 1 GHz, respectively. Source resistive degeneration technique and pseudo-differential Gilbert topology are used to achieve high linearity, and, current bleeding technique and LC resonant loads are used to acquire a low noise figure. In addition, the mixer adopts a common-source transistor pair cross-stacked with a source follow pair(CSSF)circuit as an output buffer to enhance the mixer's conversion gain but not deteriorate the other performances. The mixer is implemented in 0.18 μm RF CMOS(complementary metal oxide semiconductor transistor)technology and the chip area of the mixer including all bonding pads is 580 μm×1 185 μm. The measured results show that under a 1.8 V supply, the conversion gain is 10.1 dB; the input 1 dB compression point and the input-referred third-order intercept point are-3.5 and 5.3 dBm, respectively; the single side band (SSB)noise figure (NF)is 8.65 dB, and the core current consumption is 3.8 mA. 展开更多
关键词 high intermediate frequency mixer high linearity WLAN 802.11a BUFFER complementary metal oxide semiconductor transistor(CMOS)
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ANALYSIS AND SIMULATION OF CONTROL MIXER CONCEPT FOR A CONTROL RECONFIGURABLE AIRCRAFT
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作者 李清 郭锁凤 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1995年第2期180-184,共5页
In today's aircraft,the hardware redundancy is driven by the critical surfaces resulting in single point-failures.Reconfiguration technology remoVes the single surface criticality by employing control surfaces wit... In today's aircraft,the hardware redundancy is driven by the critical surfaces resulting in single point-failures.Reconfiguration technology remoVes the single surface criticality by employing control surfaces with aerodynamic redundancy.This paper studies a control reconfiguration scheme based on Control Mixer Concept.A technique for the design of a control mixer for an aircraft with damaged surfaces/actuators using the pseudo-inverse is developed and applied.This paper discusses its applications and limitations based on linear analysis and computer simulation. 展开更多
关键词 flight control systems inverse matrices failuretolerant systems self-repairing systems control mixer aerodynamic redundancy
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A New Low Voltage RF CMOS Mixer Design
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作者 刘璐 王志华 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2005年第5期877-880,共4页
A new architecture of CMOS low voltage downconve rsion mixer is presented.With 1.452GHz LO input and 1.45GHz RF input,simulation results show that the conversion gain is 15dB,IIP3 is -4.5dBm,NF is 17dB,the maximum tra... A new architecture of CMOS low voltage downconve rsion mixer is presented.With 1.452GHz LO input and 1.45GHz RF input,simulation results show that the conversion gain is 15dB,IIP3 is -4.5dBm,NF is 17dB,the maximum transient power dissipation is 9.3mW,and DC power dissipation is 9.2mW.The mixer’s noise and linearity analyses are also presented. 展开更多
关键词 downconversion mixer CMOS process noise and linearity analysis
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Design of Subharmonic Mixers above 100 GHz
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作者 Bo Zhang Ge Liu +4 位作者 Zhe Chen Xiao-Fan Yang Ning-Bo Chen San-Tong Wu Yong Fan 《Journal of Electronic Science and Technology》 CAS 2013年第4期349-351,共3页
This paper presents the design and simulation of several fixed-tuned sub-harmonic mixers cover frequencies from 110 GH to 130 GHz, 215 GH to 235 GHz, 310 GH to 350 GHz, and 400 GH to 440 GHz. Among them, 120 GHz, 225 ... This paper presents the design and simulation of several fixed-tuned sub-harmonic mixers cover frequencies from 110 GH to 130 GHz, 215 GH to 235 GHz, 310 GH to 350 GHz, and 400 GH to 440 GHz. Among them, 120 GHz, 225 GHz, 330 GHz subharmonic mixers are designed with flip-chipped planar schottky diode mounted onto a suspended quartz-based substrate, the 225 GHz and 425 GHz subharmonic mixers are GaAs membrane integrated, and the 115 GHz subharmonic mixer has been fabricated and tested already. 展开更多
关键词 Conversion loss planar schottkydiodes sub-harmonic mixer TERAHERTZ terahertzmonolithic integrated circuit membrane mixer.
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Characterization of mixing in an optimized designed T–T mixer with cylindrical elements
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作者 T.Manoj Dundi V.R.K.Raju V.P.Chandramohan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2019年第10期2337-2351,共15页
Passive micromixers are preferred over active mixers for many microfluidic applications due to their relative ease in integration into complex systems and operational flexibility.They also incur very low cost of manuf... Passive micromixers are preferred over active mixers for many microfluidic applications due to their relative ease in integration into complex systems and operational flexibility.They also incur very low cost of manufacturing.However,the degree of mixing is comparatively low in passive mixers than active mixers due to the absence of disturbance in the flow by external forces and the inherent laminar nature of microchannel flows.Various designs of complex channel structures and three-dimensional geometries have been investigated in the past to obtain an efficient mixing in passive mixers.But the studies on mixing enhancement with simple planar geometries of passive mixers have been few and limited.The present work aims to investigate the possibility of mixing enhancement by employing simple planar type designs,such as T-mixer and T–T mixer with cylindrical elements placed in the mixing channel.The mixing performance has been evaluated in the Reynolds number range of 6 to700.Numerical results have shown that T–T mixer with cylindrical elements performed significantly well and obtained very good mixing quality over basic T-mixer for the entire range of Reynolds number(6 to 700).The device has also shown better mixing as compared to basic T–T mixer and T-mixer with cylindrical elements.A larger pair of vortices formed in the stagnation area due to the presence of a cylindrical element in the junction.Cylindrical elements downstream caused significant enhancement in mixing due to splitting and recombining action.The size of the cylindrical element in the T–T mixer has been optimized to obtain better mixing performance of the device.Remarkable improvement in mixing quality by T–T mixer with cylindrical elements has been obtained at the expense of small rise in pressure drop as compared to other passive designs considered in this study.Therefore,the current design of T–T mixer with cylindrical elements can act as an effective and simple passive mixing device for various micromixing applications. 展开更多
关键词 CFD-simulation CYLINDRICAL ELEMENTS MICROmixerS MIXING quality OBSTRUCTIONS T–T-mixer
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