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Sub-6GHz Assisted mmWave Hybrid Beamforming with Self-Supervised Learning
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作者 Li Hongyao Gao Feifei +3 位作者 Lin Bo Wu Huihui Gu Yuantao Xi Jianxiang 《China Communications》 2025年第1期158-170,共13页
In this paper,we propose a sub-6GHz channel assisted hybrid beamforming(HBF)for mmWave system under both line-of-sight(LOS)and non-line-of-sight(NLOS)scenarios without mmWave channel estimation.Meanwhile,we resort to ... In this paper,we propose a sub-6GHz channel assisted hybrid beamforming(HBF)for mmWave system under both line-of-sight(LOS)and non-line-of-sight(NLOS)scenarios without mmWave channel estimation.Meanwhile,we resort to the selfsupervised approach to eliminate the need for labels,thus avoiding the accompanied high cost of data collection and annotation.We first construct the dense connection network(DCnet)with three modules:the feature extraction module for extracting channel characteristic from a large amount of channel data,the feature fusion module for combining multidimensional features,and the prediction module for generating the HBF matrices.Next,we establish a lightweight network architecture,named as LDnet,to reduce the number of model parameters and computational complexity.The proposed sub-6GHz assisted approach eliminates mmWave pilot resources compared to the method using mmWave channel information directly.The simulation results indicate that the proposed DCnet and LDnet can achieve the spectral efficiency that is superior to the traditional orthogonal matching pursuit(OMP)algorithm by 13.66% and 10.44% under LOS scenarios and by 32.35% and 27.75% under NLOS scenarios,respectively.Moreover,the LDnet achieves 98.52% reduction in the number of model parameters and 22.93% reduction in computational complexity compared to DCnet. 展开更多
关键词 hybrid beamforming mmWave selfsupervised learning sub-6ghz assisted mmWave transmission sub-6ghz channel
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65 nm CMOS Sub-6GHz多模多频发射机设计
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作者 顾依青 张长春 +1 位作者 张翼 王静 《微电子学》 北大核心 2025年第6期932-940,共9页
采用标准65 nm CMOS工艺,设计了一种改善三阶反交调(CIM3)的Sub-6GHz多模多频发射机。该发射机由带宽可重构的6阶低通滤波器,可编程增益放大器、I/Q正交混频器和驱动放大器等模块组成。为了改善CIM3,跨导增强技术被用于可编程增益放大... 采用标准65 nm CMOS工艺,设计了一种改善三阶反交调(CIM3)的Sub-6GHz多模多频发射机。该发射机由带宽可重构的6阶低通滤波器,可编程增益放大器、I/Q正交混频器和驱动放大器等模块组成。为了改善CIM3,跨导增强技术被用于可编程增益放大器以减少模拟基带期望信号的三次谐波;LC谐振腔被用于I/Q正交混频器以滤除其输出端本振信号三次谐波的交调信号(HD3);多栅晶体管技术被用于驱动放大器以抵消其三阶非线性,提高其线性度。所设计的可切换变压器具有高耦合系数,低插入损耗等优点,被用于驱动放大器为低、中频段提供最佳负载阻抗。仿真结果表明,发射机展现了-63.4 dBc的CIM3,-47.3 dBC的邻信道功率比(ACPR),1.66%的误差矢量幅度(EVM)。 展开更多
关键词 发射机 CIM3 ACPR EVM 可切换变压器 sub-6ghz
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Sub-6GHz接收机架构研究 被引量:1
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作者 刘海陵 杨娟 陈正宇 《金陵科技学院学报》 2017年第4期19-22,共4页
论述了Sub-6GHz移动通信接收机的特点,比较了3种主流的无线通信接收机的优缺点。认为零中频适合作为Sub-6GHz通信接收机的架构,分析了零中频架构的缺点并提出了解决方法。
关键词 sub-6ghz 接收机 架构 零中频
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基于K学习的Sub-6GHz辅助毫米波信道信息获取 被引量:4
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作者 修越 张忠培 +1 位作者 赵柏睿 修超 《电子科技大学学报》 EI CAS CSCD 北大核心 2020年第3期453-457,466,共6页
毫米波通信是下一代蜂窝通信之类的大数据通信的可行方案。然而,因为毫米波频率具有极大的路径损耗,所以为了减轻毫米波路径损耗,混合模拟/数字波束成形可以作为一种技术来降低路径损耗。对于获得高波束源增益至关重要的是在发射机处获... 毫米波通信是下一代蜂窝通信之类的大数据通信的可行方案。然而,因为毫米波频率具有极大的路径损耗,所以为了减轻毫米波路径损耗,混合模拟/数字波束成形可以作为一种技术来降低路径损耗。对于获得高波束源增益至关重要的是在发射机处获得准确的毫米波信道信息。该文着重讨论具有大规模MIMO阵列的毫米波通信系统中的信道状态信息获取问题。由于信道信息获取是一种开销很大的方法,因此该文考虑了一种开销低的精确信道估计方案。通过在子-6GHz处提取的支持信息来辅助毫米波信道信息的获取,将毫米波信道信息获取公式化为压缩感测问题,并使用广义近似消息传递(GAMP)算法获得信道信息。使用子-6GHz信道的支持分布信息扩展了GAMP算法。此外,基于K最近邻的思想,根据子-6GHz的支持分布信息重新设计GAMP算法。仿真结果表明,与现有的信道估计算法相比,该算法不仅可以提高估计精度还能降低导频开销。 展开更多
关键词 广义近似信息流算法 K学习 大规模多输入多输出 毫米波 子-6ghz
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Research on Measurement Grid Configurations for OTA Testing of 5G Sub-6 GHz UEs
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作者 Qu Meijun An Qing +1 位作者 Liu Zheng Sun Siyang 《China Communications》 2025年第11期75-83,共9页
With the rapid development and commercialization of wireless communications,the execution of OTA testing requires a tremendous amount of test time.Therefore,test time reduction is of great significance.The objective o... With the rapid development and commercialization of wireless communications,the execution of OTA testing requires a tremendous amount of test time.Therefore,test time reduction is of great significance.The objective of this article is to determine optimal measurement grids for SISO OTA testing of 5G Sub-6 GHz user equipments(UEs)in anechoic chamber with satisfactory accuracy and efficiency.The effect of different grid configurations on OTA performance is analyzed quantitatively using reference radiation patterns at different bands.These patterns are utilized to mimic the worst-case radiation patterns of 5G Sub-6 GHz UEs.Subsequently,the associated measurement uncertainty(MU)terms are quantitatively analyzed and determined based on statistical analysis.According to the comparison of calculated MUs,reduction of grid points from currentlyrequired 62(30/30,Δθ/Δϕ)to 26(45/45)could achieve roughly 60%test time reduction for Sub-6 GHz,while still maintaining an uncertainty level of≤0.25 dB.These values can be further reduced to 14(60/60)with 80%reduction for Sub-3 GHz.More importantly,the recommended grid configurations in this research are applicable to both TIS and TRP testing. 展开更多
关键词 5G measurement grid MU OTA testing sub-6 ghz test time reduction
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Design process of a miniaturized reconfigurable antenna for 5G sub-6 GHz and diverse applications
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作者 Atul Varshney Duygu Nazan Gençoğlan Ahmed Jamal Abdullah Al-Gburi 《Journal of Electronic Science and Technology》 2025年第4期14-31,共18页
This article presents a compact crab-shaped reconfigurable antenna(CSRA)designed for 5G sub-6 GHz wireless applications. The antenna achieves enhanced gain in a miniaturized form factor by incorporating a hexagonal sp... This article presents a compact crab-shaped reconfigurable antenna(CSRA)designed for 5G sub-6 GHz wireless applications. The antenna achieves enhanced gain in a miniaturized form factor by incorporating a hexagonal split-ring structure controlled via two radio frequency(RF) positive-intrinsicnegative(PIN) diodes(BAR64-02V). While the antenna is primarily designed to operate at 3.50 GHz for sub-6 GHz 5G applications, RF switching enables the CSRA to cover a broader frequency spectrum, including the S-band, X-band, and portions of the Ku-band. The proposed antenna offers several advantages: It is low-cost(fabricated on an FR-4 substrate), compact(achieving 64.07% size reduction compared to conventional designs), and features both frequency and gain reconfigurability through digitally controlled PIN diode switching. The reflection coefficients of the antenna, both without diodes and across all four switching states, were experimentally validated in the laboratory using a Keysight Field Fox microwave analyzer(N9916A, 14 GHz). The simulated radiation patterns and gain characteristics closely matched the measured values, demonstrating an excellent agreement. This study bridges the gap between traditional and next-generation antenna designs by offering a compact,cost-effective, and high-performance solution for multiband, reconfigurable wireless communication systems. The integration of double-split-ring resonators and dynamic reconfigurability makes the proposed antenna a strong candidate for various applications, including S-band and X-band systems, as well as the emerging lower 6G band(7.125 GHz–8.400 GHz). 展开更多
关键词 BAR6402V Crab-shaped Gain reconfigurable MINIATURIZATION sub-6 ghz
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Modeling and coverage analysis of heterogeneous sub-6GHz-millimeter wave networks 被引量:1
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作者 Cheng Pan Yi Guo +2 位作者 Gang Liu Haiyang Ding Zhihang Fu 《Journal of Information and Intelligence》 2023年第4期321-329,共9页
The joint adoption of sub-6GHz and millimeter wave(mmWave)technology can prevent the blind spots of coverage,enabling comprehensive coverage while realizing high-speed communication rate.According to the sensitivity o... The joint adoption of sub-6GHz and millimeter wave(mmWave)technology can prevent the blind spots of coverage,enabling comprehensive coverage while realizing high-speed communication rate.According to the sensitivity of mmWave,base stations should be more densely deployed,which is not well described by existing Poisson hole process(PHP)and the Poisson point process(PPP)models.This paper establishes a sub-6GHz and mmWave hybrid heterogeneous cellular network based on the modified Poisson hole process(MPHP).In our proposed model,the sub-6GHz base stations follow the PPP,and the mmWave base stations(MBSs)follow MPHP distribution.The expressions of the coverage probability are derived by using the interference calculation method of integrating the nearest sector exclusion area.Our theoretical analysis has been verified through simulation results,suggesting that the increase in the cell radius decreases the coverage probability of signal-to-interference-plus-noise ratio(SINR),whereas the increase in the sector parameter has the opposite effect.The variation of sub-6GHz base stations(SBSs)density imposes more significant impact than the MBSs on the SINR coverage probability.In addition,the decrease in MBSs density will reduce the average bandwidth allocated to the user equipment(UE),thus reducing the rate coverage probability. 展开更多
关键词 Millimeter wave sub-6ghz Modified Poisson hole process Heterogeneous cellular networks Coverage analysis
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一种基于GaAs pHEMT工艺的高效率E类功率放大器设计
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作者 刘柯 曾琳淇 +2 位作者 叶志聪 张志浩 章国豪 《广东工业大学学报》 2025年第6期18-26,共9页
针对5G Sub-6 GHz通信系统对S波段(2~4 GHz)射频功率放大器(Power Amplifier,PA)在高效率、高线性度及宽带性能方面的迫切需求,本文提出了一种基于砷化镓赝配高电子迁移率晶体管(Gallium Arsenide Pseudomorphic High Electron Mobility... 针对5G Sub-6 GHz通信系统对S波段(2~4 GHz)射频功率放大器(Power Amplifier,PA)在高效率、高线性度及宽带性能方面的迫切需求,本文提出了一种基于砷化镓赝配高电子迁移率晶体管(Gallium Arsenide Pseudomorphic High Electron Mobility Transistor,GaAs pHEMT)工艺的创新设计。传统硅基CMOS工艺在高频场景中受限于击穿电压与寄生效应,而氮化镓(GaN)工艺因成本与集成度问题难以广泛应用。因此,研究聚焦于GaAs pHEMT工艺的潜力,旨在通过优化谐波抑制与阻抗匹配网络,突破S波段PA在效率、带宽及谐波抑制方面的技术瓶颈,同时探索其在射频前端模组中的集成应用。研究采用混合π型谐波匹配网络与电抗补偿技术,通过单级拓扑结构集成阻抗变换、谐波抑制及寄生参数动态补偿功能,解决了传统多级LC网络带宽受限(<10%)与面积冗余的难题。设计结合片外分立LC补偿模块,优化高频寄生效应,并采用两级级联架构(驱动级与功率级)提升增益与功率输出。通过精确调谐栅极(0.38 V/0.45 V)与漏极(6 V)偏置电压,结合版图对称布局与电磁仿真优化,显著降低非线性失真与直流功耗。实验结果表明,所设计的E类功率放大器在2.45~2.85 GHz频段内实现15%的相对带宽,二次谐波抑制比优于20 dB(5.3 GHz处),负载阻抗优化至50Ω。实测功率附加效率(Power Added Efficiency,PAE)在中心频率2.65 GHz时达到56.4%,输出功率为26.2 dBm,增益为26 dB,综合性能优于同类研究。 展开更多
关键词 砷化镓赝配高电子迁移率晶体管 E类功率放大器 并联π型谐波匹配网络 电抗补偿技术 5G sub-6 ghz通信系统
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5G技术及测试测量的挑战 被引量:7
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作者 王莹 王金旺 《电子产品世界》 2018年第6期10-15,共6页
5G发展日新月异,目前已具备可实现的目标和可实施的标准,通信行业将要开始5G部署工作。与此同时,业内会面临许多技术及测试测量方面的挑战。为此,本媒体邀请部分5G从业厂商,探讨5G最新技术进展及解决方案。
关键词 5G 基站 MIMO sub-6ghz 毫米波 测试
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面向5G毫米波通信的波束选择机制 被引量:5
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作者 陈发堂 曾勤 骆维扬 《计算机应用研究》 CSCD 北大核心 2021年第9期2788-2791,共4页
针对5G下行多用户多输入多输出(MIMO)系统,在毫米波频率下工作,并且在Sub-6 GHz系统的辅助下进行波束选择的问题,首先分析毫米波大规模MIMO系统以及Sub-6 GHz系统的波束选择模型,从Sub-6 GHz系统中获取空间信息,对其采用对数加权的方式... 针对5G下行多用户多输入多输出(MIMO)系统,在毫米波频率下工作,并且在Sub-6 GHz系统的辅助下进行波束选择的问题,首先分析毫米波大规模MIMO系统以及Sub-6 GHz系统的波束选择模型,从Sub-6 GHz系统中获取空间信息,对其采用对数加权的方式并将其应用于毫米波波束选择中;在此基础上,采用启发式贪心算法进行波束选择,此算法可以匹配出最强的波束,算法复杂度低,性能一般。为了给所有用户和波束进行最大最优的匹配,提出了基于匈牙利算法的波束选择,通过将波束选择建模为二部图上的最大权匹配进行波束选择,此算法的计算复杂度稍高,性能较好。 展开更多
关键词 毫米波通信 sub-6 ghz系统 波束选择 贪心算法 匈牙利算法
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Hybrid millimeter wave heterogeneous networks with spatially correlated user equipment
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作者 Arif Ullah Ziaul Haq Abbas +2 位作者 Ghulam Abbas Fazal Muhammad Jae-Mo Kang 《Digital Communications and Networks》 SCIE CSCD 2024年第4期904-917,共14页
In this paper,we analyze a hybrid Heterogeneous Cellular Network(HCNet)framework by deploying millimeter Wave(mmWave)small cells with coexisting traditional sub-6GHz macro cells to achieve improved coverage and high d... In this paper,we analyze a hybrid Heterogeneous Cellular Network(HCNet)framework by deploying millimeter Wave(mmWave)small cells with coexisting traditional sub-6GHz macro cells to achieve improved coverage and high data rate.We consider randomly-deployed macro base stations throughout the network whereas mmWave Small Base Stations(SBSs)are deployed in the areas with high User Equipment(UE)density.Such user centric deployment of mmWave SBSs inevitably incurs correlation between UE and SBSs.For a realistic scenario where the UEs are distributed according to Poisson cluster process and directional beamforming with line-of-sight and non-line-of-sight transmissions is adopted for mmWave communication.By using tools from stochastic geometry,we develop an analytical framework to analyze various performance metrics in the downlink hybrid HCNets under biased received power association.For UE clustering we considered Thomas cluster process and derive expressions for the association probability,coverage probability,area spectral efficiency,and energy efficiency.We also provide Monte Carlo simulation results to validate the accuracy of the derived expressions.Furthermore,we analyze the impact of mmWave operating frequency,antenna gain,small cell biasing,and BSs density to get useful engineering insights into the performance of hybrid mmWave HCNets.Our results show that network performance is significantly improved by deploying millimeter wave SBS instead of microwave BS in hot spots. 展开更多
关键词 Downlink cell association Heterogeneous cellular networks Integrated sub-6ghz and mmWave networks Millimeter wave communications Poisson cluster process
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室内热点场景多频段RIS辅助MIMO通信信道测量与建模 被引量:2
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作者 王子昂 桑健 +1 位作者 李潇 王海明 《中兴通讯技术》 北大核心 2024年第3期43-51,共9页
对Sub-6 GHz频段和毫米波频段可重构智能超表面(RIS)辅助多输入多输出(MIMO)通信信道进行了室内热点(InH)场景下的信道测量。基于上述信道测量结果,研究了RIS辅助通信信道修正浮动截距(FI)模型,并对模型的准确性以及参数特性进行了验证... 对Sub-6 GHz频段和毫米波频段可重构智能超表面(RIS)辅助多输入多输出(MIMO)通信信道进行了室内热点(InH)场景下的信道测量。基于上述信道测量结果,研究了RIS辅助通信信道修正浮动截距(FI)模型,并对模型的准确性以及参数特性进行了验证。对RIS辅助通信信道在多频段的传播特性进行了分析,包括路径损耗增益、路径损耗因子(PLE)、时间色散等。上述信道测量和建模结果将为RIS辅助通信系统的实际应用奠定基础。 展开更多
关键词 RIS 信道测量 信道建模 sub-6 ghz 毫米波
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