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大规模离散MU-MIMO:低复杂度、信息理论最优检测与多用户编码
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作者 陈学辉 池育浩 刘雷 《中兴通讯技术》 北大核心 2024年第1期46-54,共9页
研究了一种实际的大规模离散多用户多输入多输出(MU-MIMO)系统,涵盖了大规模天线与用户、实用的信道编译码、任意输入分布、仅接收机已知信道状态信息、一般右酉不变信道矩阵、模数转化器等实际通信约束。针对理想和低分辨率模数转换器... 研究了一种实际的大规模离散多用户多输入多输出(MU-MIMO)系统,涵盖了大规模天线与用户、实用的信道编译码、任意输入分布、仅接收机已知信道状态信息、一般右酉不变信道矩阵、模数转化器等实际通信约束。针对理想和低分辨率模数转换器下的大规模离散MU-MIMO系统,分别提出了低复杂度、信息理论最优接收机和多用户码设计准则,并给出实际多用户低密度奇偶校验码(LDPC)设计。数值实验证实所设计的多用户LDPC比现有的单用户LDPC获得了2~5dB性能增益,同时还解决在信道恶劣和低分辨率模数转换器下单用户码无法准确恢复信息的难题,揭示了现有贝叶斯最优接收机与单用户码直接结合不再是最优方案。 展开更多
关键词 大规模离散mu-mimo 低复杂度 信息理论最优 迭代接收机 多用户码
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Secure Short-Packet Transmission in Uplink Massive MU-MIMO Assisted URLLC Under Imperfect CSI 被引量:1
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作者 Tian Yu Xiaoli Sun +1 位作者 Yueming Cai Zeyuan Zhu 《China Communications》 SCIE CSCD 2023年第12期196-211,共16页
Ultra-reliable and low-latency communication(URLLC)is still in the early stage of research due to its two strict and conflicting requirements,i.e.,ultra-low latency and ultra-high reliability,and its impact on securit... Ultra-reliable and low-latency communication(URLLC)is still in the early stage of research due to its two strict and conflicting requirements,i.e.,ultra-low latency and ultra-high reliability,and its impact on security performance is still unclear.Specifically,short-packet communication is expected to meet the delay requirement of URLLC,while the degradation of reliability caused by it makes traditional physical-layer security metrics not applicable.In this paper,we investigate the secure short-packet transmission in uplink massive multiuser multiple-inputmultiple-output(MU-MIMO)system under imperfect channel state information(CSI).We propose an artificial noise scheme to improve the security performance of the system and use the system average secrecy throughput(AST)as the analysis metric.We derive the approximate closed-form expression of the system AST and further analyze the system asymptotic performance in two regimes.Furthermore,a one-dimensional search method is used to optimize the maximum system AST for a given pilot length.Numerical results verify the correctness of theoretical analysis,and show that there are some parameters that affect the tradeoff between security and latency.Moreover,appropriately increasing the number of antennas at the base station(BS)and transmission power at user devices(UDs)can increase the system AST to achieve the required threshold. 展开更多
关键词 average secrecy throughput imperfect CSI massive mu-mimo physical-layer security short-packet
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基于L2O的MU-MIMO容量算法优化
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作者 陈知行 赵立成 +1 位作者 管鑫 史清江 《移动通信》 2023年第6期89-95,共7页
在求解MU-MIMO容量优化问题时,传统数值优化算法的收敛速度较慢,而利用机器学习与传统数值优化相结合的方法可以有效提升求解效率,这种基于机器学习技术开发优化算法的方法被称为L2O。首先对MU-MIMO场景下容量优化相关的传统算法进行了... 在求解MU-MIMO容量优化问题时,传统数值优化算法的收敛速度较慢,而利用机器学习与传统数值优化相结合的方法可以有效提升求解效率,这种基于机器学习技术开发优化算法的方法被称为L2O。首先对MU-MIMO场景下容量优化相关的传统算法进行了讨论分析。然后,基于L2O思想,构建了嵌入DNN的有限步梯度投影算法。最后,通过大量仿真实验表明,相较于传统梯度投影算法,改进后的有限步梯度投影算法在具有较高求解质量的同时极大地提升了求解效率,能够在MU场景下更加有效地求解容量优化问题。 展开更多
关键词 mu-mimo 容量优化 人工智能 L2O 有限步梯度投影
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基于SLNR准则的MU-MIMO下行链路的预编码与用户调度 被引量:6
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作者 关驰 蔡光卉 常俊 《现代电子技术》 2012年第7期61-63,66,共4页
在多用户MIMO(MU-MIMO)系统的下行链路中,为了降低用户端的处理复杂度,发射端预编码的设计对多用户MIMO系统的性能非常重要,基于信漏噪比(SLNR)准则的预编码技术由于同时考虑了共信道干扰(CCI)和噪声,提高了系统的性能,但基站同时服务... 在多用户MIMO(MU-MIMO)系统的下行链路中,为了降低用户端的处理复杂度,发射端预编码的设计对多用户MIMO系统的性能非常重要,基于信漏噪比(SLNR)准则的预编码技术由于同时考虑了共信道干扰(CCI)和噪声,提高了系统的性能,但基站同时服务的用户有限,基于信漏噪比最大的用户调度能够合理地选择用户,提高了多用户分级增益,使系统获得更高的系统容量和系统性能。仿真结果表明,基于SLNR准则的多用户预编码在系统容量和误码率方面要优于单一考虑CCI的迫零预编码(ZF)和单一考虑噪声的最大化每个用户接收到信号的信噪比预编码(MRT)。在采用SLNR预编码的条件下,信漏噪比最大的用户调度系统性比轮询调度和最大信道增益调度好,并且随着待选用户数的增多,不会给系统的调度策略带来很大的影响。 展开更多
关键词 mu-mimo 预编码 SLNR 多用户调度
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5G MU-MIMO关键技术和性能研究 被引量:4
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作者 李新玥 杨艳 张涛 《邮电设计技术》 2019年第12期46-51,共6页
对5G的MU-MIMO技术和性能进行了分析,并与SU-MIMO做对比。首先介绍了MU-MIMO的关键技术,包括系统模型、预编码技术和用户配对算法,并结合系统模型推导出用户在2种传输模式下的SINR。其次通过仿真分析,得出信道相关性和SINR对系统吞吐量... 对5G的MU-MIMO技术和性能进行了分析,并与SU-MIMO做对比。首先介绍了MU-MIMO的关键技术,包括系统模型、预编码技术和用户配对算法,并结合系统模型推导出用户在2种传输模式下的SINR。其次通过仿真分析,得出信道相关性和SINR对系统吞吐量的影响。最后以系统吞吐量增益为原则,找到了2种传输模式合理切换门限,为5G的调度算法提供参考。 展开更多
关键词 mu-mimo 信道相关性 SINR 吞吐量增益
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改进的MU-MIMO线性预编码算法 被引量:2
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作者 张继荣 刘亚丽 江驰 《西安邮电大学学报》 2014年第6期58-61,共4页
针对MU-MIMO系统中多用户天线之间存在的干扰问题,提出一种块状对角化-最小均方误差(BDMMSE)算法。该算法是在信噪比一定的情况下,先用BD预编码算法在发送端消除多用户之间的干扰,然后在接收端使用MMSE信号检测技术对每个用户多个天线... 针对MU-MIMO系统中多用户天线之间存在的干扰问题,提出一种块状对角化-最小均方误差(BDMMSE)算法。该算法是在信噪比一定的情况下,先用BD预编码算法在发送端消除多用户之间的干扰,然后在接收端使用MMSE信号检测技术对每个用户多个天线之间的干扰进行消除,最终使误比特率达到最小。仿真结果表明,改进的预编码算法比单一的预编码算法的BER性能有显著提高。 展开更多
关键词 IEEE802.11ac协议 mu-mimo空间调度算法 最小均方误差检测 块状对角化算法
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TD-LTE系统中上行MU-MIMO技术浅析 被引量:3
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作者 韩喆 《信息通信》 2015年第6期207-208,共2页
随着微博、微信等社交工具的流行,用户对网络上行吞吐量的性能要求越来越高,其也成为影响用户使用感知的主要因素之一。上行MU-MIMO技术将多个终端通过空分隔离,形成虚拟MIMO传输,可提升频谱利用率和小区容量。文章以理论分析为基础,对... 随着微博、微信等社交工具的流行,用户对网络上行吞吐量的性能要求越来越高,其也成为影响用户使用感知的主要因素之一。上行MU-MIMO技术将多个终端通过空分隔离,形成虚拟MIMO传输,可提升频谱利用率和小区容量。文章以理论分析为基础,对上行MU-MIMO功能开启前后的主要网络指标进行了实际测试,并给出具体测试数据、方法及结论,为上行MU-MIMO功能部署和网络性能提升进行有益探索。 展开更多
关键词 TD-LTE MIMO 上行mu-mimo 吞吐率
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基于PARAFAC分解的大规模MU-MIMO稀疏信道估计
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作者 穆晓敏 刘亚丽 +1 位作者 张建康 赵凌霄 《郑州大学学报(工学版)》 CAS 北大核心 2019年第1期44-49,共6页
针对大规模MU-MIMO(多用户多输入多输出)系统中上行链路的信道估计问题,提出了一种基于平行因子(PARAFAC)分解的稀疏信道估计算法.该算法利用稀疏数学模型构造稀疏信道模型,将稀疏理论与张量分解相结合,对基站端的接收信号进行PARAFAC建... 针对大规模MU-MIMO(多用户多输入多输出)系统中上行链路的信道估计问题,提出了一种基于平行因子(PARAFAC)分解的稀疏信道估计算法.该算法利用稀疏数学模型构造稀疏信道模型,将稀疏理论与张量分解相结合,对基站端的接收信号进行PARAFAC建模.在满足唯一性分解条件下,利用双线性交替最小二乘(BALS)拟合算法联合估计出多个用户的信号矩阵与信道矩阵.仿真结果表明:所提算法的估计性能优于经典的正交匹配跟踪算法等稀疏信道估计算法,与基于导频序列的估计方法相比,其信道估计的精度大幅提高;仅需少量导频,降低了导频开销,实现了高频谱效率的通信传输. 展开更多
关键词 大规模mu-mimo 稀疏信道 平行因子分解 信道估计 归一化均方误差
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Turbo Message Passing Based Burst Interference Cancellation for Data Detection in Massive MIMO-OFDM Systems
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作者 Wenjun Jiang Zhihao Ou +1 位作者 Xiaojun Yuan Li Wang 《China Communications》 SCIE CSCD 2024年第2期143-154,共12页
This paper investigates the fundamental data detection problem with burst interference in massive multiple-input multiple-output orthogonal frequency division multiplexing(MIMO-OFDM) systems. In particular, burst inte... This paper investigates the fundamental data detection problem with burst interference in massive multiple-input multiple-output orthogonal frequency division multiplexing(MIMO-OFDM) systems. In particular, burst interference may occur only on data symbols but not on pilot symbols, which means that interference information cannot be premeasured. To cancel the burst interference, we first revisit the uplink multi-user system and develop a matrixform system model, where the covariance pattern and the low-rank property of the interference matrix is discussed. Then, we propose a turbo message passing based burst interference cancellation(TMP-BIC) algorithm to solve the data detection problem, where the constellation information of target data is fully exploited to refine its estimate. Furthermore, in the TMP-BIC algorithm, we design one module to cope with the interference matrix by exploiting its lowrank property. Numerical results demonstrate that the proposed algorithm can effectively mitigate the adverse effects of burst interference and approach the interference-free bound. 展开更多
关键词 burst interference cancellation data detection massive multiple-input multiple-output(MIMO) message passing orthogonal frequency division multiplexing(OFDM)
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Low-complexity signal detection for massive MIMO systems via trace iterative method
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作者 IMRAN A.Khoso ZHANG Xiaofei +2 位作者 ABDUL Hayee Shaikh IHSAN A.Khoso ZAHEER Ahmed Dayo 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第3期549-557,共9页
Linear minimum mean square error(MMSE)detection has been shown to achieve near-optimal performance for massive multiple-input multiple-output(MIMO)systems but inevitably involves complicated matrix inversion,which ent... Linear minimum mean square error(MMSE)detection has been shown to achieve near-optimal performance for massive multiple-input multiple-output(MIMO)systems but inevitably involves complicated matrix inversion,which entails high complexity.To avoid the exact matrix inversion,a considerable number of implicit and explicit approximate matrix inversion based detection methods is proposed.By combining the advantages of both the explicit and the implicit matrix inversion,this paper introduces a new low-complexity signal detection algorithm.Firstly,the relationship between implicit and explicit techniques is analyzed.Then,an enhanced Newton iteration method is introduced to realize an approximate MMSE detection for massive MIMO uplink systems.The proposed improved Newton iteration significantly reduces the complexity of conventional Newton iteration.However,its complexity is still high for higher iterations.Thus,it is applied only for first two iterations.For subsequent iterations,we propose a novel trace iterative method(TIM)based low-complexity algorithm,which has significantly lower complexity than higher Newton iterations.Convergence guarantees of the proposed detector are also provided.Numerical simulations verify that the proposed detector exhibits significant performance enhancement over recently reported iterative detectors and achieves close-to-MMSE performance while retaining the low-complexity advantage for systems with hundreds of antennas. 展开更多
关键词 signal detection LOW-COMPLEXITY linear minimum mean square error(MMSE) massive multiple-input multiple-output(MIMO) trace iterative method(TIM)
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Secure symbol level precoding for cell-free network based on band-region constraint of the eavesdropper’s receiving signal
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作者 LI Zewen JIN Yong +2 位作者 FU Chunling PENG Xin HU Zhentao 《High Technology Letters》 EI CAS 2024年第3期304-309,共6页
A symbol level secure precoding scheme based on band-region constraint of the eavesdropper’s receiving signal is proposed to enhance the energy efficiency of cell-free multiple-input multiple-output(MIMO)networks in ... A symbol level secure precoding scheme based on band-region constraint of the eavesdropper’s receiving signal is proposed to enhance the energy efficiency of cell-free multiple-input multiple-output(MIMO)networks in the presence of an eavesdropper while guaranteeing the quality of service(QoS)of user and the security of system.Moreover,to lighten its high computational complexity,original problem is divided into several cascade sub-problems firstly,and then those sub-problems are handled by combining Lagrangian dual function and improved Hooke-Jeeves method together.Comparative ex-periment with other secure symbol-level precoding schemes demonstrate that proposed scheme can achieve the lower power consumption with almost same symbol error rate and QoS of user. 展开更多
关键词 cell-free symbol-level precoding(SLP) physical layer security(PLS) multi-ple-input multiple-output(MIMO) band-region constraint
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Direction finding of bistatic MIMO radar in strong impulse noise
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作者 CHEN Menghan GAO Hongyuan +2 位作者 DU Yanan CHENG Jianhua ZHANG Yuze 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第4期888-898,共11页
For bistatic multiple-input multiple-output(MIMO)radar,this paper presents a robust and direction finding method in strong impulse noise environment.By means of a new lower order covariance,the method is effective in ... For bistatic multiple-input multiple-output(MIMO)radar,this paper presents a robust and direction finding method in strong impulse noise environment.By means of a new lower order covariance,the method is effective in suppressing impulse noise and achieving superior direction finding performance using the maximum likelihood(ML)estimation method.A quantum equilibrium optimizer algorithm(QEOA)is devised to resolve the corresponding objective function for efficient and accurate direc-tion finding.The results of simulation reveal the capability of the presented method in success rate and root mean square error over existing direction-finding methods in different application situations,e.g.,locating coherent signal sources with very few snapshots in strong impulse noise.Other than that,the Cramér-Rao bound(CRB)under impulse noise environment has been drawn to test the capability of the presented method. 展开更多
关键词 bistatic multiple-input multiple-output(MIMO)radar impulse noise direction finding lower order covariance quan-tum equilibrium optimizer algorithm(QEOA) maximum likeli-hood estimation method Cramér-Rao bound(CRB)
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Differential Spatial Modulation Mapping Algorithms
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作者 WANG Chanfei CHAI Jianxin XU Yamei 《ZTE Communications》 2024年第3期116-122,共7页
Differential spatial modulation(DSM)is a multiple-input multiple-output(MIMO)transmission scheme.It has attracted extensive research interest due to its ability to transmit additional data without increasing any radio... Differential spatial modulation(DSM)is a multiple-input multiple-output(MIMO)transmission scheme.It has attracted extensive research interest due to its ability to transmit additional data without increasing any radio frequency chain.In this paper,DSM is investigated using two mapping algorithms:Look-Up Table Order(LUTO)and Permutation Method(PM).Then,the bit error rate(BER)performance and complexity of the two mapping algorithms in various antennas and modulation methods are verified by simulation experiments.The results show that PM has a lower BER than the LUTO mapping algorithm,and the latter has lower complexity than the former. 展开更多
关键词 spatial modulation(SM) multiple-input multiple-output(MIMO) Look-Up Table Order(LUTO) Permutation Method(PM) mapping algorithm
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Near-Field Beam Training for Holographic MIMO Communications: Typical Methods, Challenges and Future Directions
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作者 SHEN Jiayu YANG Jun +2 位作者 ZHU Chen DENG Zhiji HUANG Chongwen 《ZTE Communications》 2024年第1期41-52,共12页
Holographic multiple-input multiple-output(HMIMO)has become an emerging technology for achieving ultra-high frequency spectral efficiency and spatial resolution in future wireless systems.The increasing antenna apertu... Holographic multiple-input multiple-output(HMIMO)has become an emerging technology for achieving ultra-high frequency spectral efficiency and spatial resolution in future wireless systems.The increasing antenna aperture leads to a more significant characterization of the spherical wavefront in near-field communications in HMIMO scenarios.Beam training as a key technique for wireless communication is worth exploring in this near-field scenario.Compared with the widely researched far-field beam training,the increased dimensionality of the search space for near-field beam training poses a challenge to the complexity and accuracy of the proposed algorithm.In this paper,we introduce several typical near-field beam training methods:exhaustive beam training,hierarchical beam training,and multi-beam training that includes equal interval multi-beam training and hash multi-beam training.The performances of these methods are compared through simulation analysis,and their effectiveness is verified on the hardware testbed as well.Additionally,we provide application scenarios,research challenges,and potential future research directions for near-field beam training. 展开更多
关键词 holographic multiple-input multiple-output(HMIMO) beam training NEAR-FIELD equal interval multi-beam(EIMB)training hash multi-beam(HMB)training
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智能天线技术在提升5G网络容量中的应用
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作者 陈晓亮 张立鹏 《通信电源技术》 2024年第14期136-138,共3页
随着5G网络的快速发展,用户数量和数据需求急剧增加,对网络容量提出了更高要求。文章重点探讨智能天线技术在提升5G网络容量中的应用。通过分析智能天线技术的原理与特点,以及其在5G网络中的实际应用,提出多天线技术、波束赋形、多用户... 随着5G网络的快速发展,用户数量和数据需求急剧增加,对网络容量提出了更高要求。文章重点探讨智能天线技术在提升5G网络容量中的应用。通过分析智能天线技术的原理与特点,以及其在5G网络中的实际应用,提出多天线技术、波束赋形、多用户多进多出(Multi-User Multiple Input Multiple Output,MU-MIMO)、自适应调制与编码以及时频资源调度优化等方法。智能天线技术在提升5G网络容量方面具有显著优势,对未来无线通信的发展具有重要意义。 展开更多
关键词 5G网络 智能天线技术 网络容量 多用户多进多出(mu-mimo) 波束赋形 时频资源调度
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基于LTE-WLAN融合网络上行MU-MIMO共调度方案 被引量:1
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作者 李亚萌 严军 《电子测量技术》 2016年第7期190-194,共5页
为了提升系统吞吐及频谱效率,IEEE802.11ax工作组引入了上行MU-MIMO技术。然而现行上行MUMIMO由于AP轮询调度依次询问的机制存在用户不足及AP空等问题。为解决此问题,基于LTE-WLAN融合网络,在C-RAN架构下利用系统间共调度,当产生上述问... 为了提升系统吞吐及频谱效率,IEEE802.11ax工作组引入了上行MU-MIMO技术。然而现行上行MUMIMO由于AP轮询调度依次询问的机制存在用户不足及AP空等问题。为解决此问题,基于LTE-WLAN融合网络,在C-RAN架构下利用系统间共调度,当产生上述问题时,将用户数据灵活地由LTE网络卸载至WLAN网络下,并提出优化的WLAN上行MU-MIMO传输方案及时结束AP等待,从而有效的补充用户不足并极大减少AP空等时间。文章最后利用仿真证明所提共调度方案可显著提升WLAN上行MU-MIMO的信道容量及系统平均吞吐量,证明了所提方案的优越性及有效性。 展开更多
关键词 异构网络 上行mu-mimo WLAN 用户卸载
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上行MU-MIMO的UE配对方案研究 被引量:1
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作者 童铮 朱宇霞 《信息技术》 2015年第9期130-132,共3页
3GPP(第三代合作伙伴计划)在LTE(长期演进)系统中引入了上行MU-MIMO(多用户多输入多输出)技术。MU-MIMO技术分配相同时频资源给多个UE(用户设备),对于提高链路吞吐量和频谱效率有显著的作用。文中针对上行MU-MIMO提出了一种UE配对方案,... 3GPP(第三代合作伙伴计划)在LTE(长期演进)系统中引入了上行MU-MIMO(多用户多输入多输出)技术。MU-MIMO技术分配相同时频资源给多个UE(用户设备),对于提高链路吞吐量和频谱效率有显著的作用。文中针对上行MU-MIMO提出了一种UE配对方案,并对该方案进行了仿真测试。仿真结果表明,该方案能有效的提高系统吞吐量和频谱效率。 展开更多
关键词 上行mu-mimo UE配对 系统吞吐量 频谱效率
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Interference Cancellation in Device-to-Device Communications underlying MU-MIMO Cellular Networks 被引量:4
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作者 Yiyang Ni Yuxi Wang Hongbo Zhu 《China Communications》 SCIE CSCD 2019年第4期75-88,共14页
This paper investigates the device-to-device(D2 D) communication underlaying multi-user multi-input multi-output(MU-MIMO) cellular networks. It is assumed that D2 D users reuse the downlink time-frequency resources of... This paper investigates the device-to-device(D2 D) communication underlaying multi-user multi-input multi-output(MU-MIMO) cellular networks. It is assumed that D2 D users reuse the downlink time-frequency resources of cellular links, and the base station(BS) is assumed to be equipped with multiple antennas. We investigate the ergodic achievable sum rate of the system when the interference cancellation(IC) precoding strategy is employed at the BS. The distributions of the received signal-to-interference-plus-noise ratio(SINR) for each link are firstly analyzed, and an exact ergodic achievable sum rate of the whole system with closedform expressions is then derived. Furthermore, we present novel upper and lower bounds with simpler expressions, which are later verified to be fairly close to the Monte-Carlo simulations. All the expressions we presented are suitable for arbitrary network topology and arbitrary number of antennas at BS. Based on the derived bounds, the influence of the antennas at BS on system performance is then analyzed. We reveal that the system performance increases along with the number of antennas at BS in a logarithmic way. The accuracy of our analytical results is validated via comparisons with Monte-Carlo simulations. 展开更多
关键词 interference CANCELLATION D2D communication ERGODIC achievable SUM rate mu-mimo
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用于LTE MU-MIMO的标签迫零波束成形技术(英文)
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作者 赵松峄 张碧军 《电讯技术》 北大核心 2014年第11期1463-1467,共5页
提出了一种聪明的TD-LTE MIMO操作模式,它结合了波束成形技术和闭环反馈MIMO的优点。当eNB获得UE上行SRS参考信号的信道信息,L1进行基于码本的信道估计量化和标签化。L1将标签上传到L2,L2基于标签进行多用户调度,这样较好地解决了基于... 提出了一种聪明的TD-LTE MIMO操作模式,它结合了波束成形技术和闭环反馈MIMO的优点。当eNB获得UE上行SRS参考信号的信道信息,L1进行基于码本的信道估计量化和标签化。L1将标签上传到L2,L2基于标签进行多用户调度,这样较好地解决了基于迫零的UE配对和L1/L2间跨层资源分配这两个问题。L1无需更多计算便可生成波束成形的预编码矩阵。同时,提出了在可接受的次优性能下一种易实现的一般性框架。为了达到目标,给出了新的码本设计标准和快速预编码矩阵的生成算法。 展开更多
关键词 mu-mimo 波束成形 迫零 码本设计标准
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Direction-of-arrival estimation for co-located multiple-input multiple-output radar using structural sparsity Bayesian learning 被引量:4
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作者 文方青 张弓 贲德 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第11期70-76,共7页
This paper addresses the direction of arrival (DOA) estimation problem for the co-located multiple-input multiple- output (MIMO) radar with random arrays. The spatially distributed sparsity of the targets in the b... This paper addresses the direction of arrival (DOA) estimation problem for the co-located multiple-input multiple- output (MIMO) radar with random arrays. The spatially distributed sparsity of the targets in the background makes com- pressive sensing (CS) desirable for DOA estimation. A spatial CS framework is presented, which links the DOA estimation problem to support recovery from a known over-complete dictionary. A modified statistical model is developed to ac- curately represent the intra-block correlation of the received signal. A structural sparsity Bayesian learning algorithm is proposed for the sparse recovery problem. The proposed algorithm, which exploits intra-signal correlation, is capable being applied to limited data support and low signal-to-noise ratio (SNR) scene. Furthermore, the proposed algorithm has less computation load compared to the classical Bayesian algorithm. Simulation results show that the proposed algorithm has a more accurate DOA estimation than the traditional multiple signal classification (MUSIC) algorithm and other CS recovery algorithms. 展开更多
关键词 multiple-input multiple-output radar random arrays direction of arrival estimation sparseBayesian learning
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