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Off-Grid Compressed Channel Estimation with Parallel Interference Cancellation for Millimeter Wave Massive MIMO
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作者 Liu Jinru Tian Yongqing +1 位作者 Liu Danpu Zhang Zhilong 《China Communications》 SCIE CSCD 2024年第3期51-65,共15页
Millimeter wave(mmWave)massive multiple-input multiple-output(MIMO)plays an important role in the fifth-generation(5G)mobile communications and beyond wireless communication systems owing to its potential of high capa... Millimeter wave(mmWave)massive multiple-input multiple-output(MIMO)plays an important role in the fifth-generation(5G)mobile communications and beyond wireless communication systems owing to its potential of high capacity.However,channel estimation has become very challenging due to the use of massive MIMO antenna array.Fortunately,the mmWave channel has strong sparsity in the spatial angle domain,and the compressed sensing technology can be used to convert the original channel matrix into the sparse matrix of discrete angle grid.Thus the high-dimensional channel matrix estimation is transformed into a sparse recovery problem with greatly reduced computational complexity.However,the path angle in the actual scene appears randomly and is unlikely to be completely located on the quantization angle grid,thus leading to the problem of power leakage.Moreover,multiple paths with the random distribution of angles will bring about serious interpath interference and further deteriorate the performance of channel estimation.To address these off-grid issues,we propose a parallel interference cancellation assisted multi-grid matching pursuit(PIC-MGMP)algorithm in this paper.The proposed algorithm consists of three stages,including coarse estimation,refined estimation,and inter-path cyclic iterative inter-ference cancellation.More specifically,the angular resolution can be improved by locally refining the grid to reduce power leakage,while the inter-path interference is eliminated by parallel interference cancellation(PIC),and the two together improve the estimation accuracy.Simulation results show that compared with the traditional orthogonal matching pursuit(OMP)algorithm,the normalized mean square error(NMSE)of the proposed algorithm decreases by over 14dB in the case of 2 paths. 展开更多
关键词 channel estimation compressed sensing inter-path interference millimeter wave massive mimo OFF-GRID parallel interference cancellation
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User Assisted Cooperative Relaying in Beamspace Massive MIMO NOMA Based Systems for Millimeter Wave Communications 被引量:6
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作者 Jaipreet Kaur Maninder Lal Singh 《China Communications》 SCIE CSCD 2019年第6期103-113,共11页
A novel scheme‘user assisted cooperative relaying in beamspace massive multiple input multiple output(M-MIMO)non-orthogonal multiple access(NOMA)system’has been proposed to improve coverage area,spectrum and energy ... A novel scheme‘user assisted cooperative relaying in beamspace massive multiple input multiple output(M-MIMO)non-orthogonal multiple access(NOMA)system’has been proposed to improve coverage area,spectrum and energy efficiency for millimeter wave(mmWave)communications.A downlink system for M users,where base station(BS)is equipped with beamforming lens antenna structure having NRF radio frequency(RF)chains,has been considered.A dynamic cluster of users is formed within a beam and the intermediate users(in that cluster)between beam source and destination(user)act as relaying stations.By the use of successive interference cancellation(SIC)technique of NOMA within a cluster,the relaying stations relay the symbols with improved power to the destination.For maximizing achievable sum rate,transmit precoding and dynamic power allocation for both intra and inter beam power optimization are implemented.Simulations for performance evaluation are carried out to validate that the proposed system outperforms the conventional beamspace M-MIMO NOMA system for mmWave communications in terms of spectrum and energy efficiency. 展开更多
关键词 cooperative relaying system(CRS) millimeter wave(mmwave) massive MULTIPLE input MULTIPLE output(M-mimo) non-orthogonal MULTIPLE access(NOMA) power allocation sum rate
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Geometric Mean Decomposition Based Hybrid Precoding for Millimeter-Wave Massive MIMO 被引量:18
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作者 Tian Xie Linglong Dai +2 位作者 Xinyu Gao Muhammad Zeeshan Shakir Jianjun Li 《China Communications》 SCIE CSCD 2018年第5期229-238,共10页
Hybrid precoding can reduce the number of required radio frequency(RF)chains in millimeter-Wave(mmWave) massive MIMO systems. However, existing hybrid precoding based on singular value decomposition(SVD) requires the ... Hybrid precoding can reduce the number of required radio frequency(RF)chains in millimeter-Wave(mmWave) massive MIMO systems. However, existing hybrid precoding based on singular value decomposition(SVD) requires the complicated bit allocation to match the different signal-to-noise-ratios(SNRs) of different sub-channels. In this paper,we propose a geometric mean decomposition(GMD)-based hybrid precoding to avoid the complicated bit allocation. Specifically,we seek a pair of analog and digital precoders sufficiently close to the unconstrained fully digital GMD precoder. To achieve this, we fix the analog precoder to design the digital precoder, and vice versa. The analog precoder is designed based on the orthogonal matching pursuit(OMP) algorithm, while GMD is used to obtain the digital precoder. Simulations show that the proposed GMD-based hybrid precoding achieves better performance than the conventional SVD-based hybrid precoding with only a slight increase in complexity. 展开更多
关键词 mimo 混合 分解 波浪 几何 设计算法 位分配 模拟
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Low Complexity Joint Hybrid Precoding for Millimeter Wave MIMO Systems 被引量:14
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作者 Mingyang Cui Weixia Zou 《China Communications》 SCIE CSCD 2019年第2期49-58,共10页
In millimeter wave(mmWave) multiple-input multiple-output(MIMO) systems, hybrid precoding has been widely used to overcome the severe propagation loss. In order to improve the spectrum efficiency with low complexity, ... In millimeter wave(mmWave) multiple-input multiple-output(MIMO) systems, hybrid precoding has been widely used to overcome the severe propagation loss. In order to improve the spectrum efficiency with low complexity, we propose a joint hybrid precoding algorithm for single-user mmWave MIMO systems in this paper. By using the concept of equivalent channel, the proposed algorithm skillfully utilizes the idea of alternating optimization to complete the design of RF precoder and combiner. Then, the baseband precoder and combiner are computed by calculating the singular value decomposition of the equivalent channel. Simulation results demonstrate that the proposed algorithm can achieve satisfactory performance with quite low complexity. Moreover, we investigate the effects of quantization on the analog components and find that the proposed scheme is effective even with coarse quantization. 展开更多
关键词 millimeter wave mimo 5G JOINT HYBRID PRECODING low complexity
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Quantized Hybrid Precoding Design for Millimeter-Wave Large-Scale MIMO Systems 被引量:4
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作者 Zelin Lu Yunliang Zhang Jiayi Zhang 《China Communications》 SCIE CSCD 2019年第4期130-138,共9页
Millimeter wave(mmWave) and large-scale multiple input multiple output(MIMO) are two emerging technologies in fifth-generation wireless communication systems. The power consumption and hardware cost of radio frequency... Millimeter wave(mmWave) and large-scale multiple input multiple output(MIMO) are two emerging technologies in fifth-generation wireless communication systems. The power consumption and hardware cost of radio frequency(RF) chains increase exponentially with the bit resolution of analog-to-digital converters(ADCs) and digital-to-analog converters(DACs). One promising solution is to employ few RF chains with low-bit ADCs and DACs. In this paper, we consider mmWave large-scale MIMO systems with low bits DACs and ADCs. Leveraging on the Bussgang theorem and the additive quantization noise model(AQNM), a closed-form expression of the achievable rate is derived to show the effect of the ADCs? and DACs? resolution. Moreover, an orthogonal matching pursuit(OMP) based hybrid precoding algorithm is proposed to increase the achievable rate. Our results show that the impact of DACs is more pronounced than the impact of ADCs. Furthermore, 5-bit ADCs and DACs are sufficient at the transceiver to operate without a significant performance loss. 展开更多
关键词 millimeter wave LARGE-SCALE mimo HYBRID PRECODING quantization
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Multi-Task Deep Learning Based Hybrid Precoding for mmWave Massive MIMO System 被引量:3
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作者 Zhongjie Li Wei Gao +1 位作者 Min Zhang Jiyuan Xiong 《China Communications》 SCIE CSCD 2021年第10期96-106,共11页
Due to the different signal-to-noise ratio(SNR)of each subchannel,the bit error rate(BER)of hybrid precoding based on singular value decomposition(SVD)decreases.In this paper,we propose a multi-task learning based pre... Due to the different signal-to-noise ratio(SNR)of each subchannel,the bit error rate(BER)of hybrid precoding based on singular value decomposition(SVD)decreases.In this paper,we propose a multi-task learning based precoding network(PN)model to solve the BER loss problem caused by SVD based hybrid precoding under imperfect channel state information(CSI).Specifically,we firstly generate a dataset including imcomplete CSI input channel matrix and corresponding output labels to train the PN model.The output labels are designed based on uniform channel decomposition(UCD)which decomposes the channel into multiple subchannels with same gain,while the vertical-bell layered space-time structure(V-BLAST)signal processing technology is combined to eliminate the inner interference of the subchannels.Then,the PN model is trained to design the analog and digital precoding/combining matrix simultaneous.Simulation results show that the proposed scheme has only negligible gap in spectrum efficiency compared with the fully digital precoding,while achieves better BER performance than SVD based hybrid precoding. 展开更多
关键词 millimeter wave massive mimo hybrid precoding uniform channel decomposition multitask learning
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Massive MIMO 5G Cellular Networks:mm-Wave vs.μ-Wave Frequencies
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作者 Stefano Buzzi Carmen D’Andrea 《ZTE Communications》 2017年第B06期41-49,共9页
Enhanced mobile broadband(e MBB) is one of the key use-cases for the development of the new standard 5G New Radio for thenext generation of mobile wireless networks. Large-scale antenna arrays, a.k.a. massive multiple... Enhanced mobile broadband(e MBB) is one of the key use-cases for the development of the new standard 5G New Radio for thenext generation of mobile wireless networks. Large-scale antenna arrays, a.k.a. massive multiple-input multiple-output(MIMO), theusage of carrier frequencies in the range 10-100 GHz, the so-called millimeter wave(mm-Wave) band, and the network densifica-tion with the introduction of small-sized cells are the three technologies that will permit implementing e MBB services and realiz-ing the Gbit/s mobile wireless experience. This paper is focused on the massive MIMO technology. Initially conceived for conven-tional cellular frequencies in the sub-6 GHz range(μ-Wave), the massive MIMO concept has been then progressively extended tothe case in which mm-Wave frequencies are used. However, due to different propagation mechanisms in urban scenarios, the re-sulting MIMO channel models at μ-Wave and mm-Wave are radically different. Six key basic differences are pinpointed in thispaper, along with the implications that they have on the architecture and algorithms of the communication transceivers and on theattainable performance in terms of reliability and multiplexing capabilities. 展开更多
关键词 millimeter wave MICROwave channel modeling massive mimo doubly massive mimo
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基于波束选择的毫米波Massive MIMO预编码算法研究 被引量:3
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作者 彭章友 王淼 +3 位作者 李林霄 刘洋 刘琦 王春娜 《电子测量技术》 2016年第7期183-189,共7页
毫米波和Massive MIMO作为下一代移动通信中的关键技术,成为国内外通信领域研究的热点。在楼群密集的城市环境下,基于毫米波的传播特性,构建了城市环境下的毫米波多用户Massive MIMO系统模型,并针对大规模MIMO系统中,消除用户间干扰所... 毫米波和Massive MIMO作为下一代移动通信中的关键技术,成为国内外通信领域研究的热点。在楼群密集的城市环境下,基于毫米波的传播特性,构建了城市环境下的毫米波多用户Massive MIMO系统模型,并针对大规模MIMO系统中,消除用户间干扰所用预编码矩阵维度高、系统复杂的特点,依据波束空间信道矩阵的稀疏特性,提出了一种基于波束选择的低维度预编码算法,对无共用波束的用户进行功率分配,对有共用波束、产生干扰的用户进行预编码。仿真结果表明,本文提出的方法在降低系统复杂度的同时又能保证较好的系统性能。所提出的系统模型和低维预编码算法具有较强的理论价值和实践意义,可以为系统后续算法研究以及软硬件设计提供参考。 展开更多
关键词 毫米波 大规模mimo 系统建模 低维度预编码
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基于CNN的毫米波无蜂窝大规模MIMO信道估计
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作者 申敏 董学林 毛翔宇 《电讯技术》 北大核心 2024年第5期670-677,共8页
针对小区间干扰导致蜂窝边缘无法满足不断增长的数据速率需求问题,毫米波无蜂窝大规模多输入多输出(Multiple-Input Multiple-Output,MIMO)系统被认为是一种很有前途的解决方案。然而,毫米波的高频率、大带宽以及接入点配置的大量天线... 针对小区间干扰导致蜂窝边缘无法满足不断增长的数据速率需求问题,毫米波无蜂窝大规模多输入多输出(Multiple-Input Multiple-Output,MIMO)系统被认为是一种很有前途的解决方案。然而,毫米波的高频率、大带宽以及接入点配置的大量天线给信道估计带来了较大挑战。将毫米波大规模MIMO信道矩阵视为二维图像,结合图像去噪方法提出一种基于改进去噪卷积神经网络(Improved-Denoising Convolutional Neural Network,I-DnCNN)的信道估计算法。通过具有注意力机制的压缩与激励(Squeeze-and-Excitation,SE)模块,自适应调整提取的全局特征以增强对信道噪声特征的学习,根据接收信号估计出噪声等级图且增添为输入,提升对噪声的鲁棒性。最后,采用残差学习的方式获得估计信道矩阵。利用理论信道模型和基于波束追踪的信道数据集进行的仿真实验结果表明,与去噪卷积神经网络(Denoising Convolutional Neural Network,DnCNN)算法相比,所提算法在两个数据集下的信道估计精度可分别平均提升2.27 dB和2.60 dB。 展开更多
关键词 毫米波 无蜂窝大规模mimo 信道估计 卷积神经网络(CNN)
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融合残差SENet的毫米波大规模MIMO信道估计
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作者 刘庆利 杨国强 张振亚 《电讯技术》 北大核心 2024年第4期512-519,共8页
在户外光线追踪场景下,针对毫米波大规模多输入多输出(Multiple-Input Multiple-Output,MIMO)系统受户外环境噪声干扰导致估计精度低的问题,提出了一种融合残差挤压激励网络(Squeeze-and-Excitation Network,SENet)的条件生成对抗网络... 在户外光线追踪场景下,针对毫米波大规模多输入多输出(Multiple-Input Multiple-Output,MIMO)系统受户外环境噪声干扰导致估计精度低的问题,提出了一种融合残差挤压激励网络(Squeeze-and-Excitation Network,SENet)的条件生成对抗网络的信道估计方法。该方法采用条件生成对抗网络将低分辨率接收信号重建为高分辨率的原始信号完成信道估计,同时在生成器网络中引入SENet网络模块来抑制户外场景下显著性噪声干扰,提高估计精度;最后将残差网络中的残差块添加到SENet的放缩操作后,提高条件生成对抗网络的收敛速度。仿真结果表明,相较于正交匹配追踪算法、卷积神经网络、去噪卷积神经网络和条件生成对抗网络算法,所提方法在户外噪声环境下估计精度平均提高了约2.2 dB,且在高噪声强度下估计精度的提高更为显著。 展开更多
关键词 毫米波大规模mimo 信道估计 条件生成对抗网络(CGAN) 残差挤压激励网络(SENet)
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基于列车先验信息的RIS-MIMO系统鲁棒波束成形算法
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作者 张泽鹏 李翠然 +2 位作者 吴昊 谢健骊 许琼 《通信学报》 EI CSCD 北大核心 2024年第5期29-43,共15页
针对高移动性场景中完美信道状态信息(CSI)难以获取导致的智能超表面多输入多输出(RIS-MIMO)系统主被动波束成形算法性能恶化的问题,构建了RIS辅助的高铁毫米波MIMO中继通信模型。首先,在列车位置信息不完全的情况下,估计并推导了RIS-... 针对高移动性场景中完美信道状态信息(CSI)难以获取导致的智能超表面多输入多输出(RIS-MIMO)系统主被动波束成形算法性能恶化的问题,构建了RIS辅助的高铁毫米波MIMO中继通信模型。首先,在列车位置信息不完全的情况下,估计并推导了RIS-车载移动中继(MRN)之间视线战略(LOS)路径角度估计误差的统计特性;其次,对毫米波MIMO系统的中断性能进行了研究,给出了以信道容量作为中断判决的中断概率表达式;最后,将优化问题建模为5G基站(gNB)发射功率约束的中断概率最小化问题,提出了一种基于黎曼共轭梯度下降的复圆流形优化算法并求解该问题。仿真结果表明,与现有算法和传统的无RIS系统以及RIS随机相位调节下的高铁通信系统相比,所提算法具有更快的收敛速度和更高的系统鲁棒性。 展开更多
关键词 高速铁路 智能超表面 毫米波mimo 鲁棒波束成形 流行优化
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基于级联角度的AIRS辅助大规模MIMO系统波束跟踪方案
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作者 马露洁 梁彦 李飞 《系统工程与电子技术》 EI CSCD 北大核心 2024年第7期2515-2524,共10页
智能反射表面(intelligent reflecting surface,IRS)可以通过提供额外的视线(line of sight,LoS)路径补偿传播损耗或解决阻塞问题,有效地提高毫米波(millimeter wave,mmWave)通信系统的性能,被认为是下一代移动通信的核心技术。与传统... 智能反射表面(intelligent reflecting surface,IRS)可以通过提供额外的视线(line of sight,LoS)路径补偿传播损耗或解决阻塞问题,有效地提高毫米波(millimeter wave,mmWave)通信系统的性能,被认为是下一代移动通信的核心技术。与传统的地面IRS相比,部署在无人机、热气球等空中平台上的空中IRS(aerial IRS,AIRS)结合了空中平台的高移动特性/旋转特性和IRS提供的优质链路特性,可以提供更广阔的信号覆盖范围。考虑到现实场景中用户的移动性,通信系统有必要实时调整波束成形以使波束对准移动用户。然而,AIRS不具备有源射频链,难以在AIRS处获取离开角和到达角,增加了波束跟踪的复杂性。针对这一问题,建立了具有时变信道的AIRS辅助mmWave大规模多输入多输出(multiple input multiple output,MIMO)系统模型,结合基站端有源波束成形、AIRS的旋转角度和无源波束成形设计,提出了一种基于级联角度的无迹卡尔曼滤波波束跟踪方案。仿真结果表明,提出的方案具有较高的跟踪精度,同时AIRS的旋转特性对提升系统可达速率起着重要作用。 展开更多
关键词 空中智能反射面 波束成形 波束跟踪 大规模多输入多输出 毫米波
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User Association and Wireless Backhaul Bandwidth Allocation for 5G Heterogeneous Networks in the Millimeter-Wave Band 被引量:3
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作者 zhenxiang su bo ai +5 位作者 yichuan lin danping he ke guan ning wang guoyu ma li niu 《China Communications》 SCIE CSCD 2018年第4期1-13,共13页
The user association and wireless backhaul bandwidth allocation for a two-tier heterogeneous network(Het Net) in the millimeter wave(mm Wave) band is proposed in this article. The two-tier Het Net is built up with a m... The user association and wireless backhaul bandwidth allocation for a two-tier heterogeneous network(Het Net) in the millimeter wave(mm Wave) band is proposed in this article. The two-tier Het Net is built up with a macro base station(MBS) and several small cell SBSs, where the MBS is assumed to be equipped with large-scale antenna arrays but the SBSs only have single-antenna capability and they rely on the wireless link to the MBS for backhaul. The sum of logarithmic user rate, which is established according to the result of multi-user Multiple Input Multiple Output(MIMO) downlink employing Zero-Force Beamforming(ZFBF), is chosen as the network utility for the objective function. And a distributed optimization algorithm based on primal and dual decomposition is used to jointly optimize the user association variable xj,i and the wireless backhaul bandwidth factor β. Simulation results reveal that the distributed optimization algorithm jointly optimizing two variables outperforms the conventional SINR-based user association strategies. 展开更多
关键词 无线连接 带宽分配 多用户 协会 网络 异构 波浪 优化算法
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IEEE 802.11aj(45GHz):A New Very High Throughput Millimeter-Wave WLAN System 被引量:10
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作者 WANG Haiming HONG Wei +2 位作者 CHEN Jixin SUN Bo PENG Xiaoming 《China Communications》 SCIE CSCD 2014年第6期51-62,共12页
This paper presents an overview of a new very high throughput millimeterwave WLAN system operating at 45 GHz band. We begin by reviewing standards process of IEEE 802.11aj(45GHz). Then the frequency spectrum allocatio... This paper presents an overview of a new very high throughput millimeterwave WLAN system operating at 45 GHz band. We begin by reviewing standards process of IEEE 802.11aj(45GHz). Then the frequency spectrum allocation at 45 GHz band is introduced. Next, the channel measurement and mod-eling is given. Specifically, the millimeter-wave MIMO for physical layer enhancement is given in detail. 展开更多
关键词 WLAN系统 IEEE 毫米波 吞吐量 标准工艺 频谱分配 信道测量 mimo
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部分连接宽带毫米波全双工MIMO系统混合波束成形设计
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作者 王庚善 杨志家 李志航 《小型微型计算机系统》 CSCD 北大核心 2024年第4期933-942,共10页
毫米波全双工MIMO系统是满足未来无线通信大带宽、低时延等需求的一种可行方案.本文针对采用有限精度移相器和部分连接结构的宽带毫米波全双工MIMO系统的混合波束成形问题进行研究,提出了一种可行的混合波束成形方法.首先,不考虑自干扰... 毫米波全双工MIMO系统是满足未来无线通信大带宽、低时延等需求的一种可行方案.本文针对采用有限精度移相器和部分连接结构的宽带毫米波全双工MIMO系统的混合波束成形问题进行研究,提出了一种可行的混合波束成形方法.首先,不考虑自干扰信号,利用上行/下行各子信道的奇异值分解和注水算法得到各子带最优全数字发送和接收波束成形矩阵;然后,将得到的全数字波束成形矩阵分解为满足部分连接结构的模拟波束成形矩阵和各子带数字波束成形矩阵;最后,利用最小均方误差准则更新各子带数字接收波束成形矩阵以降低自干扰信号对频谱效率的影响.分析表明,所提方法的算法复杂度较低;仿真结果表明,所提方法的频谱效率要优于相关研究和半双工毫米波通信. 展开更多
关键词 宽带毫米波 全双工 mimo 混合波束成形 自干扰抑制 频谱效率
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Submillimeter wave communication versus millimeter wave communication 被引量:1
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作者 Madhuprana Goswami Hyuck M.Kwon 《Digital Communications and Networks》 SCIE 2020年第1期64-74,共11页
This paper studies the performance of a submillimeter wave antenna operating between frequencies 0.1 THz and 10 THz with a 4-cyano-4-pentylbiphenyl[5CB]substrate.Since the size and shape of the antenna impact its gain... This paper studies the performance of a submillimeter wave antenna operating between frequencies 0.1 THz and 10 THz with a 4-cyano-4-pentylbiphenyl[5CB]substrate.Since the size and shape of the antenna impact its gain/directivity,resonant frequency,bandwidth,and efficiency,the two antenna types considered in this paper are:(a)Rectangular Patch Antenna(RPA),and(b)Cylindrical Dielectric Resonator Antenna(CDRA).Here a submillimeter wave antenna is compared with a millimeter wave(a few GHz to 100 GHz)antenna.These popular mmwave antennas are chosen for the submillimeter wave antenna in order to understand changes in their performance as the result of changes in their geometrical shape.FEldberechnung bei Korpern mit beliebiger Oberflache(FEKO)software is used for the design and calculation of the Three-Dimensional(3D)ElectroMagnetic(EM)patterns.This paper also concentrates on the design and analysis of a massive submillimeter wave Multiple-Input Multiple-Output(MIMO)(8 by 8)RPA and CDRA. 展开更多
关键词 Submillimeter wave antenna millimeter wave antenna Rectangular micro-strip patch antenna Cylindrical dielectric resonator antenna massive submillimeter wave mimo antenna Applications
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一种基于联合加权和截断的毫米波大规模MIMO信道估计
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作者 张志能 黄学军 《计算机与现代化》 2024年第4期1-4,37,共5页
提出一种联合加权和截断核范数的毫米波大规模多输入多输出(MIMO)信道估计算法。针对毫米波大规模MIMO信道估计问题中训练和反馈开销大的问题,首先利用毫米波信道天线角度域稀疏的特性,把信道估计问题转化为低秩矩阵恢复问题。采用一种... 提出一种联合加权和截断核范数的毫米波大规模多输入多输出(MIMO)信道估计算法。针对毫米波大规模MIMO信道估计问题中训练和反馈开销大的问题,首先利用毫米波信道天线角度域稀疏的特性,把信道估计问题转化为低秩矩阵恢复问题。采用一种有效而灵活的秩函数——联合加权截断核范数作为核范数的松弛,构造出一种新的矩阵恢复模型用于信道估计问题,以最小化加权截断核范数为优化目标,并利用交替优化框架求解。仿真结果表明,该方法可以有效地提高信道估计的精度,并且具有可靠的收敛性。 展开更多
关键词 低秩矩阵恢复 毫米波大规模mimo 信道估计 截断核范数
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基于深度学习的毫米波Massive MIMO信道估计
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作者 马珊珊 刘紫燕 《移动通信》 2020年第10期43-48,共6页
针对毫米波Massive MIMO系统中基于导频的信道估计精度较差和导频开销过大问题,提出基于DNN的两阶段信道估计方案。第一阶段通过训练数据对网络模型进行训练,在误差阈值范围内得到网络最优效果;第二阶段通过测试和验证数据进行信道参数... 针对毫米波Massive MIMO系统中基于导频的信道估计精度较差和导频开销过大问题,提出基于DNN的两阶段信道估计方案。第一阶段通过训练数据对网络模型进行训练,在误差阈值范围内得到网络最优效果;第二阶段通过测试和验证数据进行信道参数估计,在此过程中采用Dropout策略防止过拟合。仿真结果表明,与LS、MMSE、OMP算法和LSTM相比,相同导频数量下,所提出的DNN方法信道估计精度平均提升约1.58 dB;不同导频数量下,使用较少导频数量的DNN方法估计精度仍优于使用较多导频数量的LS、MMSE、OMP和LSTM算法,同一估计精度下,DNN方法平均降低导频开销约32.4%. 展开更多
关键词 毫米波 大规模多输入多输出 深度神经网络 信道估计 导频开销
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一种抑制残余硬件损伤影响的毫米波大规模MIMO混合预编码方案
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作者 梁彦 项彩霞 李飞 《电子与信息学报》 EI CSCD 北大核心 2023年第7期2451-2458,共8页
在假设通信收发机具有理想硬件特性的前提下,毫米波大规模多输入多输出(MIMO)系统的混合预编码问题已经获得了广泛的研究。然而,由通信收发机硬件非理想特性导致的残余硬件损伤在毫米波大规模MIMO系统中难以避免,并且会严重影响混合预... 在假设通信收发机具有理想硬件特性的前提下,毫米波大规模多输入多输出(MIMO)系统的混合预编码问题已经获得了广泛的研究。然而,由通信收发机硬件非理想特性导致的残余硬件损伤在毫米波大规模MIMO系统中难以避免,并且会严重影响混合预编码的性能。针对这一问题,该文建立了在收发机残余硬件损伤影响下的毫米波大规模MIMO混合预编码模型,提出一种基于流形优化的混合预编码方案。首先根据收发信号之间的修正均方误差建立优化目标,进而推导出数字预编码矩阵与数字组合矩阵的闭合表达式,然后基于黎曼流形处理恒模约束问题获得模拟预编码矩阵与模拟组合矩阵,最后进行收发机交替迭代获得混合预编码的优化结果。仿真结果表明,该方案有效抑制了残余硬件损伤对毫米波大规模MIMO系统的不利影响,显著提升了系统的性能。 展开更多
关键词 毫米波 大规模mimo 混合预编码 残余硬件损伤 流形优化
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基于信道指纹的毫米波MIMO系统身份欺骗攻击检测方案
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作者 杨立君 李明航 +1 位作者 陆海涛 郭林 《电子与信息学报》 EI CSCD 北大核心 2023年第12期4228-4234,共7页
针对毫米波多输入输出系统(MIMO)中的身份欺骗攻击问题,该文提出一种基于信道指纹的攻击检测方案。在波束域中,毫米波信道图样呈现波束的稀疏性和高方向特性,且这种波束域特性与终端位置有极高的相关性。该文将该波束域信道图样作为一... 针对毫米波多输入输出系统(MIMO)中的身份欺骗攻击问题,该文提出一种基于信道指纹的攻击检测方案。在波束域中,毫米波信道图样呈现波束的稀疏性和高方向特性,且这种波束域特性与终端位置有极高的相关性。该文将该波束域信道图样作为一种信道指纹,提出了一种基于信道指纹的身份欺骗攻击检测方案,将欺骗攻击中的终端身份认证问题建模成对其信道指纹的二分类问题,并使用基于监督学习的支持向量机算法求解该分类问题。为获得好的分类效果,基于对信道指纹的数值分析,比较了皮尔逊相关系数、余弦相似度、相关矩阵距离、欧氏距离等相似度指标。根据比较结果,选择最优的指标作为分类特征训练分类模型。仿真结果表明,即使在低信噪比条件下,该方案仍具有高认证准确性和鲁棒性。与现有相关机制相比,攻击检测精度显著提高。 展开更多
关键词 信道指纹 身份欺骗攻击 毫米波 多输入输出 支持向量机
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