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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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New Parallel Interference Cancellation Scheme for DS/CDMA Systems 被引量:2
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作者 XuGuo-xiong GanLiang-cai HuangTian-xi 《Wuhan University Journal of Natural Sciences》 CAS 2004年第1期73-77,共5页
This paper proposes a new multi-stage parallel interference cancellation scheme by modifying the conventional multi-stage parallel interference canceller (PIC). At each stage, it first converts the interference-cancel... This paper proposes a new multi-stage parallel interference cancellation scheme by modifying the conventional multi-stage parallel interference canceller (PIC). At each stage, it first converts the interference-cancelled outputs from previous stage into thea prior information, in terms of which the bit mean values are computed and the multi-access interference (MAI) for each user is evaluated, and then an interference cancellation is performed to obtain further interference suppression. To reduce the implementation complexity, we give an approximation expression for bit mean value. The performance over AWGN channel is analyzed and compared to the conventional PIC. The user numberK=7 and spreading factorN=13 are chosen as simulation parameters. The computer simulation results show that the proposed PIC has better performance than the conventional PIC both with 2 interference cancellation (IC) stages, at bit error rate of 10?3, for example, about 3 dB performance gain is obtained by using the proposed PIC. It is also shown that our proposed PIC with 1-stage is superior to the conventional PIC with 2-stage in performance, which is of practical value because PIC with fewer stages can bring about shorter processing delay. Key words CDMA - parallel interference cancellation - multi-access interference CLC number TN 914 Foundation item: Supported by the National Natural Science Foundation of China (69772015)Biography: Xu Guo-xiong (1967-), male, Ph. D candidate, research direction: wireless communication. 展开更多
关键词 CDMA parallel interference cancellation multi-access interference
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New Parallel Interference Cancellation for Convolutionally Coded CDMA Systems
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作者 XuGuo-xiong GanLiang-cai HuangTian-xi \ 《Wuhan University Journal of Natural Sciences》 CAS 2004年第1期78-82,共5页
Based on BCJR algorithm proposed by Bahlet al and linear soft decision feedback, a reduced-complexity parallel interference cancellation (simplified PIC) for convolutionally coded DS CDMA systems is proposed. By compu... Based on BCJR algorithm proposed by Bahlet al and linear soft decision feedback, a reduced-complexity parallel interference cancellation (simplified PIC) for convolutionally coded DS CDMA systems is proposed. By computer simulation, we compare the simplified PIC with the exact PIC. It shows that the simplified PIC can achieve the performance close to the exact PIC if the mean values of coded symbols are linearly computed in terms of the sum of initiala prior log-likelihood rate (LLR) and updateda prior LLR, while a significant performance loss will occur if the mean values of coded symbols are linearly computed in terms of the updateda prior LLR only. Meanwhile, we also compare the simplified PIC with MF receiver and conventional PICs. The simulation results show that the simplified PIC dominantly outperforms the MF receiver and conventional PICs, at signal-noise rate (SNR) of 7 dB, for example, the bit error rate is about 10?4 for the simplified PIC, which is far below that of matched-filter receiver and conventional PIC. Key words convolutionally coded CDMA - parallel interference cancellation - BCJR CLC number TN 914 Foundation item: Supported by the National Natural Science Foundation of China (69772015)Biography: Xu Guo-xiong (1967-), male, Ph. D candidate, research direction: wireless communication. 展开更多
关键词 convolutionally coded CDMA parallel interference cancellation BCJR
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A Soft Parallel Interference Cancellation Algorithm in WCDMA
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作者 Liu Wei(刘伟) +1 位作者 Zhu Changqian(诸昌谦) 《Journal of Southwest Jiaotong University(English Edition)》 2002年第2期175-178,共4页
A two-stage soft parallel interference cancellation (SPIC) algorithm in WCDMA system is proposed. The performance of the algorithm is analysed in perfect power control and near-far case, and the influence of the timin... A two-stage soft parallel interference cancellation (SPIC) algorithm in WCDMA system is proposed. The performance of the algorithm is analysed in perfect power control and near-far case, and the influence of the timing error on the system BER is discussed. Analysis and simulation show that the SPIC technique can enhance system capacity, and have a good ability to resist near-far impact. With its simple structure, it has good potential for practical applications. 展开更多
关键词 multi-access interference parallel interference cancellation soft parallel interference cancellation WCDMA
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Interference cancellation scheme for uplink cognitive radio systems
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作者 武卓 晏立佳 《Journal of Shanghai University(English Edition)》 CAS 2011年第1期16-20,共5页
This paper investigates the interference cancellation (IC) scheme for uplink cognitive radio systems, using the spectrum underlay strategy where the primary users (PUs) and the secondary users (SUs) coexist and ... This paper investigates the interference cancellation (IC) scheme for uplink cognitive radio systems, using the spectrum underlay strategy where the primary users (PUs) and the secondary users (SUs) coexist and operate in the same spectrum. Joint MMSE-based parallel interference cancellation (PIC) and Turbo decoding scheme is proposed to reduce the interference to the PUs, as well as to the SUs, in which the minimum mean square estimation (MMSE) filter is only employed in the first iteration, regarded as the "weakest link" of the whole detection process, to improve the quality of the preliminary detections results before they are fed to the Turbo decoder. Simulation results show that the proposed scheme can efficiently eliminate the interference to the PUs, as well as to the SUs. 展开更多
关键词 cognitive radio parallel interference cancellation (pic Turbo decoding minimum mean square estimation (MMSE) spectrum underlay
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Uplink Performance Evaluation of CDMA Communication System with RAKE Receiver and Multiple Access Interference Cancellation 被引量:1
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作者 Ayodeji J. Bamisaye Michael O. Kolawole 《International Journal of Communications, Network and System Sciences》 2010年第6期540-547,共8页
In CDMA communication systems, all the subscribers share the common channel. The limitation factor on the system’s capacity is not the bandwidth, but multiuser interference and the near far problem. This paper models... In CDMA communication systems, all the subscribers share the common channel. The limitation factor on the system’s capacity is not the bandwidth, but multiuser interference and the near far problem. This paper models CDMA system from the perspective of mobile radio channels corrupted by additive white noise generated by multipath and multiple access interferences. The system’s receiver is assisted using different combining diversity techniques. Performance analysis of the system with these detection techniques is presented. The paper demonstrates that combining diversity techniques in the system’s receivers markedly improve the performance of CDMA systems. 展开更多
关键词 CDMA MULTIPATH Diversity Multiple Access interference cancellation RAKE Receiver parallel interference cancellation
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Interference cancellation technique under imperfect synchronization in cellular systems
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作者 汪欣 武卓 《Journal of Shanghai University(English Edition)》 2009年第5期379-383,共5页
In this paper, an asynchronous cooperative cellular system applied with space-time block coding (STBC) is investigated. A signal detector is proposed based on parallel interference cancellation (PIC), to cancel the in... In this paper, an asynchronous cooperative cellular system applied with space-time block coding (STBC) is investigated. A signal detector is proposed based on parallel interference cancellation (PIC), to cancel the inter-symbol interference (ISI) caused by the imperfect synchronization. Simulation results show that the proposed PIC detector can effiectively suppress the ISI, but there is still a comparatively high error floor, due to the co-channel interference (CCI) of the cellular system. 展开更多
关键词 distributed fashion space-time block coding (D-STBC) cellular system parallel interference cancellation (pic)
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Improved Space-Time Selective Interference Cancellation Scheme for CDMA Systems
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作者 戎璐 谢剑英 支小莉 《Journal of Southwest Jiaotong University(English Edition)》 2003年第2期138-143,共6页
Space-time selective parallel interference cancellation(ST-SPIC) is a computationally effective approach combining multiuser detection (MUD) with antenna array technology for CDMA systems. The exploitation of signal r... Space-time selective parallel interference cancellation(ST-SPIC) is a computationally effective approach combining multiuser detection (MUD) with antenna array technology for CDMA systems. The exploitation of signal reliability is a key issue in ST-SPIC. In order to improve the reliability estimation, a pair of reliability thresholds are introduced. Then an improved selective interference cancellation algorithm is proposed to exploit the reliability accordingly. More practical space-time processing algorithms are also incorporated in the proposed ST-SPIC scheme to overcome the limitation caused by some idealised assumptions taken in the original ST-SPIC scheme. Numerical results show that the proposed ST-SPIC scheme outperforms its traditional counterpart in a CDMA microcell environment. 展开更多
关键词 selective parallel interference cancellation adaptive array code division multiple access
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Performance Analysis of Parallel Interference Cancella tion for Multi-carrier DS-CDMA
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作者 XU Guo-xiong GAN Liang-cai HUANG Tian-xi 《Semiconductor Photonics and Technology》 CAS 2005年第3期154-160,共7页
The parallel interference c an cellation for multi-carrier DS-CDMA (which is termed FDC-PIC) is proposed by integrating frequency diversity combination. The simulations are made over FDC- PIC with respect to different... The parallel interference c an cellation for multi-carrier DS-CDMA (which is termed FDC-PIC) is proposed by integrating frequency diversity combination. The simulations are made over FDC- PIC with respect to different decision ways——hard, soft and linear decisions, respectively, and we conclude that FDC-PIC acquires superior performance improv ement over correlation reception of multi-carrier DS CDMA. With an increase in interference cancellation stages, the system performance is improved further. Th e initial 2 stages bring about the most dominant performance improvement, but up to the 3rd stage the system performance is improved little. It is also shown by the simulation results that FDC-PIC with soft decision would exhibit the best performance with a high implementation complexity, while FDC-PIC with linear de cision acquires performance comparable to that of FDC-PIC with soft decision wi th a reduced-complexity if the number of the interference cancellation stages i s the same, which indicates that FDC-PIC with linear decision has optimal perfo rmance/complexity tradeoff and therefore will be suitable for practical applica tion in future. 展开更多
关键词 MULTI-CARRIER DS-CDMA parallel interference cancellation
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差分PIC接收技术在WCDMA系统中的应用 被引量:3
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作者 张勇 于秀兰 廖艳 《重庆邮电学院学报(自然科学版)》 2003年第1期48-51,71,共5页
研究了 WCDMA系统中的差分 PIC多级接收技术 ,探讨了减少运算量的简化算法 ,通过对 WCD-MA系统进行链路级仿真得到了该系统的性能曲线 ,最后给出了差分
关键词 差分pic WCDMA 宽带码分多址系统 差分并行干扰消除 最大似然信道估计
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基于MMSE横式滤波器和PIC联合的MUD算法 被引量:2
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作者 吴志刚 龚耀寰 《电讯技术》 北大核心 2004年第4期29-33,共5页
多用户检测(MUD)是有效地抑制多址干扰(MAI)的关键技术。本文在对各种现有MUD算法的特点进行认真分析的基础上,提出了将最小均方误差(MMSE)横式滤波器与并行干扰对消(PIC)相结合的联合检测结构。计算机仿真结果表明,该算法计算复杂度不... 多用户检测(MUD)是有效地抑制多址干扰(MAI)的关键技术。本文在对各种现有MUD算法的特点进行认真分析的基础上,提出了将最小均方误差(MMSE)横式滤波器与并行干扰对消(PIC)相结合的联合检测结构。计算机仿真结果表明,该算法计算复杂度不高,性能明显优于传统的MUD算法,具有一定的实际应用价值。 展开更多
关键词 码分多址 多址干扰 MMSE 并行干扰对消 多用户检测
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基于OTFS的通感一体化主动信道感知与低空多目标探测
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作者 陈佳彬 王朝炜 +4 位作者 庞明亮 闫帅 徐乐西 江帆 张君毅 《物联网学报》 2024年第3期91-101,共11页
利用正交时频空调制(OTFS,orthogonal time frequency space)作为传输波形的通信感知一体化(ISAC,integrated sensing and communication)系统具有更高的通信资源利用率,成为解决频谱资源短缺的关键技术。随着环境中感知目标数的增加,... 利用正交时频空调制(OTFS,orthogonal time frequency space)作为传输波形的通信感知一体化(ISAC,integrated sensing and communication)系统具有更高的通信资源利用率,成为解决频谱资源短缺的关键技术。随着环境中感知目标数的增加,基站接收到的由多个感知回波信号叠加而成的信号功率差异不明显,采用传统多目标信道感知与目标探测算法会造成误差传递和累积,从而影响系统感知信道参数和目标探测的性能。针对以上问题,提出了一种基于最大似然估计器的多目标信道参数检测与目标探测算法,实现对感知参数估计和目标探测精确度的提升。具体而言,通过对接收到的叠加信号采用并行干扰消除(PIC,parallel interference cancellation)算法,利用从上一轮迭代中得到的结果重建信号,并从接收信号中减去重建的信号,从而提高在感知参数估计和目标探测时回波信号的信干噪比,实现最大似然估计器性能的提升。仿真结果表明,所提算法相较于传统算法能够实现更准确的信道估计和目标探测,并且所提算法具有较好的收敛性,能够有效减少时间开销。 展开更多
关键词 通感一体化 正交时频空调制 信道感知与目标探测 并行干扰消除
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一种DS-CDMA系统异步连续型并行Schwarz-PIC算法 被引量:1
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作者 高维廷 李辉 邢钢 《科学技术与工程》 北大核心 2013年第28期8274-8279,共6页
针对并行干扰消除(PIC)算法检测过程容易出现判决误差扩散导致移动通信系统整体性能下降的问题,结合数值分析中的Schwarz算法,对强多址干扰情况下直接序列扩频码分多址(DS-CDMA)系统中的并行干扰消除(PIC)算法进行了研究。提出了一种异... 针对并行干扰消除(PIC)算法检测过程容易出现判决误差扩散导致移动通信系统整体性能下降的问题,结合数值分析中的Schwarz算法,对强多址干扰情况下直接序列扩频码分多址(DS-CDMA)系统中的并行干扰消除(PIC)算法进行了研究。提出了一种异步连续并行Schwarz-PIC算法。新算法通过Schwarz算法实现对信道用户信息数值子域边值的精确控制,全面跟踪时变信道;且能有效避免判决误差的扩散,抑制MAI及ISI的影响。在收敛性、动态跟踪能力及算法精度方面较原有PIC算法有较大提高。仿真结果验证了新算法的有效性。 展开更多
关键词 SCHWARZ 并行干扰消除 多址干扰 DS-CDMA
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多天线系统中基于QR分解的混合SIC/PIC检测 被引量:2
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作者 郑勇 冯大政 《系统工程与电子技术》 EI CSCD 北大核心 2010年第8期1582-1585,共4页
提出了一种有效并且数值稳定的、基于QR分解的垂直分层空时码(vertical layered space-time code,V-BLAST)检测算法。在信道矩阵QR分解得到的上三角矩阵中,先检测的信号具有更高的分集度,然而传统的基于QR分解的算法由于没有利用这种潜... 提出了一种有效并且数值稳定的、基于QR分解的垂直分层空时码(vertical layered space-time code,V-BLAST)检测算法。在信道矩阵QR分解得到的上三角矩阵中,先检测的信号具有更高的分集度,然而传统的基于QR分解的算法由于没有利用这种潜在的分集,通常性能要低于其他连续干扰消除(successive interference cancellation,SIC)算法。新算法在每一干扰消除阶段引入并行干扰消除(parallel interference cancellation,PIC),对已估计的各个分量进行更新,有效减少现有连续干扰消除类算法存在的误差传递问题。仿真表明新算法性能明显优于传统基于最小均方误差(minimum mean square error,MMSE)的连续干扰消除算法性能,且算法复杂度依检测顺序的确定方法不同而略高于或低于MMSE算法。 展开更多
关键词 垂直分层空时码 QR分解 连续干扰消除 并行干扰消除
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面向6G快时变信道下OTFS系统的信号检测
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作者 邵加亮 李汀 解培中 《移动通信》 2024年第10期155-162,共8页
OTFS调制可以有效解决无线信道的快速时变特性给信号检测带来的巨大挑战,可以为高速移动设备提供可靠的无线通信。针对最大似然算法直接应用于OTFS系统进行信号检测时复杂度过高的问题,提出基于并行干扰消除的最大似然检测算法。在延时... OTFS调制可以有效解决无线信道的快速时变特性给信号检测带来的巨大挑战,可以为高速移动设备提供可靠的无线通信。针对最大似然算法直接应用于OTFS系统进行信号检测时复杂度过高的问题,提出基于并行干扰消除的最大似然检测算法。在延时多普勒域,信道呈现正交、稀疏、可分离特性,发送信号和信道信息呈现出二维卷积的形式。基于此性质同时利用已检测信号,在检测阶段去除已检测信号形成的干扰,降低最大似然算法的复杂度。在此基础上在发送端插入零值使得接收信号在延时方向实现多径分离,进一步降低算法的复杂度。数值仿真结果表明,所提算法在OTFS系统中能够实现高准确率的信号检测,可以有效对抗高速移动场景下的快时变信道。 展开更多
关键词 OTFS 快时变信道 并行干扰消除 最大似然检测
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MC-CDMA系统中的PPIC多用户接收机研究 被引量:1
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作者 李素月 《计算机工程与应用》 CSCD 北大核心 2007年第30期139-141,共3页
研究了上行链路MC-CDMA系统中的部分干扰抵消多用户接收机方案,提出了初级采用线性MMSE检测的多级PIC多用户接收机。为了减小初级判决不精确带来的误差传播,每级乘以一个不同的部分相消因子以实现部分消除。在不考虑信道估计误差的情况... 研究了上行链路MC-CDMA系统中的部分干扰抵消多用户接收机方案,提出了初级采用线性MMSE检测的多级PIC多用户接收机。为了减小初级判决不精确带来的误差传播,每级乘以一个不同的部分相消因子以实现部分消除。在不考虑信道估计误差的情况下,仿真了不同用户数下该方案与传统解相关和最小均方误差多用户检测的性能比较。仿真结果表明提出的PPIC接收机具有更好的误码率性能。 展开更多
关键词 MC-CDMA 部分并行干扰抵消 多用户接收机
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基于PIC的MC-CDMA系统多级检测技术分析
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作者 薛波 颜彪 +1 位作者 杨娟 李鸣 《扬州大学学报(自然科学版)》 CAS CSCD 2005年第3期46-49,共4页
分析了M C-CDM A系统的基本原理,提出了基于并行干扰抵消(P IC)的多级检测技术改进方案.该方案以一种改进的ORC(EORC)获得初始数据估计,且后续各级采用EGC技术.计算机仿真结果表明:与传统多级检测相比,改进方案经过一级P IC之后即可达到... 分析了M C-CDM A系统的基本原理,提出了基于并行干扰抵消(P IC)的多级检测技术改进方案.该方案以一种改进的ORC(EORC)获得初始数据估计,且后续各级采用EGC技术.计算机仿真结果表明:与传统多级检测相比,改进方案经过一级P IC之后即可达到MM SE的性能;随着级数的增加,系统性能改善越来越小.在算法性能与复杂度之间折中考虑,三级P IC是比较实用的一种检测方案. 展开更多
关键词 MC-CDMA 多级检测 正交恢复性合并(ORC) 并行干扰抵消(pic)
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用基于LMMSE-PIC算法消除OFDMA上行链路多用户干扰
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作者 关庆阳 赵洪林 郭庆 《吉林大学学报(工学版)》 EI CAS CSCD 北大核心 2011年第2期520-524,共5页
提出了一种消除载波频偏引起的多用户接入干扰的LMMSE-PIC算法。首先,采用线性最小均方误差(LMMSE)来估计各用户的频偏干扰,然后根据这些估计值采用一种迭代的并行干扰消除(PIC)算法来消除多用户接入干扰。仿真结果表明,所采用的算法对... 提出了一种消除载波频偏引起的多用户接入干扰的LMMSE-PIC算法。首先,采用线性最小均方误差(LMMSE)来估计各用户的频偏干扰,然后根据这些估计值采用一种迭代的并行干扰消除(PIC)算法来消除多用户接入干扰。仿真结果表明,所采用的算法对载波频偏的估计精度较高,消除MUI干扰的效果明显。 展开更多
关键词 通信技术 正交频分多址接入 载波频率偏差 并行干扰消除算法 线性最小均方误差
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基于PIC的MC-CDMA系统多级型多用户检测技术
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作者 吴晓葵 《电子设计工程》 2011年第12期124-126,共3页
为了抑制MAI和远近效应以提高系统的性能,采用多级型多用户检测技术,充分利用各个用户的扩频序列时延幅度和相位信息对各用户进行联合检测,利用前级判决的信息构造所有用户的干扰信号,然后从接收信号抵消掉干扰信号,从总体上提高各用户... 为了抑制MAI和远近效应以提高系统的性能,采用多级型多用户检测技术,充分利用各个用户的扩频序列时延幅度和相位信息对各用户进行联合检测,利用前级判决的信息构造所有用户的干扰信号,然后从接收信号抵消掉干扰信号,从总体上提高各用户的性能。仿真验证表明,PIC的处理延迟小,且在用户增多的情况下误码率大为降低,但随着级数的增加,计算复杂度增大,故实际应用中一般选三级为宜。 展开更多
关键词 多用户检测 多址干扰 并行干扰抵消 误码率
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基于PIC的多载波系统联合检测译码算法 被引量:1
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作者 朱海江 任文成 陈雁 《无线电工程》 2014年第5期34-35,39,共3页
针对多入多出—正交频分复用(MIMO-OFDM)信号检测问题,基于并行干扰抵消技术提出了一种编码MIMO-OFDM系统联合检测与译码算法,通过在干扰抵消检测器和信道译码器之间传递判决信息提高系统的误比特率性能。计算机仿真表明,该算法获得的... 针对多入多出—正交频分复用(MIMO-OFDM)信号检测问题,基于并行干扰抵消技术提出了一种编码MIMO-OFDM系统联合检测与译码算法,通过在干扰抵消检测器和信道译码器之间传递判决信息提高系统的误比特率性能。计算机仿真表明,该算法获得的误码率性能较传统的迫零检测以及V-BLAST检测算法有了较大的提升。 展开更多
关键词 并行干扰抵消 OFDM MIMO 联合检测与译码
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