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Frameworks of Non-Orthogonal Multiple Access Techniques in Cognitive Radio Communication Systems 被引量:3
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作者 Prabhat Thakur Alok Kumar +2 位作者 S Pandit G Singh S N Satashia 《China Communications》 SCIE CSCD 2019年第6期129-149,共21页
Recently,the increasing demand of radio spectrum for the next generation communication systems due to the explosive growth of applications appetite for bandwidths has led to the problem of spectrum scarcity.The potent... Recently,the increasing demand of radio spectrum for the next generation communication systems due to the explosive growth of applications appetite for bandwidths has led to the problem of spectrum scarcity.The potential approaches among the proposed solutions to resolve this issue are well explored cognitive radio(CR)technology and recently introduced non-orthogonal multiple access(NOMA)techniques.Both the techniques are employed for efficient spectrum utilization and assure the significant improvement in the spectral efficiency.Further,the significant improvement in spectral efficiency can be achieved by combining both the techniques.Since the CR is well-explored technique as compared to that of the NOMA in the field of communication,therefore it is worth and wise to implement this technique over the CR.In this article,we have presented the frameworks of NOMA implementation over CR as well as the feasibility of proposed frameworks.Further,the differences between proposed CR-NOMA and conventional CR frameworks are discussed.Finally,the potential issues regarding the implementation of CR-NOMA are explored. 展开更多
关键词 cognitive radio channel state information non-orthogonal multiple access power DIVISION multiple access superposition-coding successive-interference-cancellation
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Performance Analysis of a Novel Dual-Frequency Multiple Access Relay Transmission Scheme
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作者 Javier DEL SER Babak H. KHALAJ 《International Journal of Communications, Network and System Sciences》 2009年第7期592-599,共8页
In this paper we present the performance analysis of a novel channel assignment scheme where two non-cooperative independent users simultaneously communicate with their destination through a single relay by using only... In this paper we present the performance analysis of a novel channel assignment scheme where two non-cooperative independent users simultaneously communicate with their destination through a single relay by using only two frequency channels. The analytic derivation of the probability of symbol error for two main relay techniques will be provided, namely Amplify-and-Forward (AF) and Decode-and-Forward (DF). As shown by the obtained results, our switched-frequency approach results in a model that can achieve full- diversity by means of maximum-likelihood decoding at the receiver. Our results are especially important in the DF case, since in traditional techniques (such as half-duplex two-time slot approaches) two sources si-multaneously transmit on the same channel through the first time slot, which necessitates some sort of su-perposition coding. However, since in our scheme both users transmit over orthogonal channels, such a coding scheme is not required. In addition, it is shown that the DF approach based on our novel channel assign-ment scheme outperforms the AF scheme, especially in scenarios where the relay is closer to the receiver. 展开更多
关键词 multiple access relay channel Frequency Switching NON-COOPERATIVE Networks MAXIMUM LIKELIHOOD DECODING
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Improving Channel Estimation in a NOMA Modulation Environment Based on Ensemble Learning
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作者 Lassaad K.Smirani Leila Jamel Latifah Almuqren 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第8期1315-1337,共23页
This study presents a layered generalization ensemble model for next generation radio mobiles,focusing on supervised channel estimation approaches.Channel estimation typically involves the insertion of pilot symbols w... This study presents a layered generalization ensemble model for next generation radio mobiles,focusing on supervised channel estimation approaches.Channel estimation typically involves the insertion of pilot symbols with a well-balanced rhythm and suitable layout.The model,called Stacked Generalization for Channel Estimation(SGCE),aims to enhance channel estimation performance by eliminating pilot insertion and improving throughput.The SGCE model incorporates six machine learning methods:random forest(RF),gradient boosting machine(GB),light gradient boosting machine(LGBM),support vector regression(SVR),extremely randomized tree(ERT),and extreme gradient boosting(XGB).By generating meta-data from five models(RF,GB,LGBM,SVR,and ERT),we ensure accurate channel coefficient predictions using the XGB model.To validate themodeling performance,we employ the leave-one-out cross-validation(LOOCV)approach,where each observation serves as the validation set while the remaining observations act as the training set.SGCE performances’results demonstrate higher mean andmedian accuracy compared to the separatedmodel.SGCE achieves an average accuracy of 98.4%,precision of 98.1%,and the highest F1-score of 98.5%,accurately predicting channel coefficients.Furthermore,our proposedmethod outperforms prior traditional and intelligent techniques in terms of throughput and bit error rate.SGCE’s superior performance highlights its efficacy in optimizing channel estimation.It can effectively predict channel coefficients and contribute to enhancing the overall efficiency of radio mobile systems.Through extensive experimentation and evaluation,we demonstrate that SGCE improved performance in channel estimation,surpassing previous techniques.Accordingly,SGCE’s capabilities have significant implications for optimizing channel estimation in modern communication systems. 展开更多
关键词 Stacked generalization ensemble learning non-orthogonal multiple access(NOMA) channel estimation 5G
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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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Performance Analysis of NOMA-Based Cooperative Networks with Relay Selection 被引量:8
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作者 Ronglan Huang Dehuan Wan +4 位作者 Fei Ji Hua Qing Jie Li Hua Yu Fangjiong Chen 《China Communications》 SCIE CSCD 2020年第11期111-119,共9页
Non-orthogonal multiple access(NOMA)technique is an expert on channel differences exploiting.In this paper,a dual-hop NOMA-based cooperative relaying network where a best relay is selected as an active node to accompl... Non-orthogonal multiple access(NOMA)technique is an expert on channel differences exploiting.In this paper,a dual-hop NOMA-based cooperative relaying network where a best relay is selected as an active node to accomplish the communication between a source and a destination is discussed.We assume that both decode-and-forward(DF)and amplify-and-forward(AF)protocols are applied to the selected relay.The metrics that ergodic sum-rate and outage probability are investigated,and the closed-form expressions of the latter for DF and AF protocols are derived.Numerical and simulation results are conducted to verify the validity of the theoretical analysis,in which we can see that the NOMA based DF relaying is better than the NOMA based AF relaying and other existing NOMA-based cooperative communication schemes. 展开更多
关键词 non-orthogonal multiple access(NOMA) decode-and-forward(DF) amplify-and-forward(AF) relay selection ergodic sum-rate outage probability
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A joint optimization scheme of resource allocation in downlink NOMA with statistical channel state information
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作者 XU Lei LI Weifeng +3 位作者 YAO Yijing CHANG Jing FANG Hongyu LI Xiaohui 《High Technology Letters》 EI CAS 2022年第1期107-114,共8页
In a real communication scenario,it is very difficult to obtain the real-time channel state infor-mation(CSI)accurately,so the non-orthogonal multiple access(NOMA)system with statistical CSI has been researched.Aiming... In a real communication scenario,it is very difficult to obtain the real-time channel state infor-mation(CSI)accurately,so the non-orthogonal multiple access(NOMA)system with statistical CSI has been researched.Aiming at the problem that the maximization of system sum rate cannot be solved directly,a step-by-step resource allocation optimization scheme based on machine learning is proposed.First,in order to achieve a trade-off between the system sum rate and user fairness,the system throughput formula is derived.Then,according to the combinatorial characteristics of the system throughput maximization problem,the original optimization problem is divided into two sub-problems,that are power allocation and user grouping.Finally,genetic algorithm is introduced to solve the sub-problem of power allocation,and hungarian algorithm is introduced to solve the sub-problem of user grouping.By comparing the ergodic data rate of NOMA users with statistical CSI and perfect CSI,the effectiveness of the statistical CSI sorting is verified.Compared with the orthogonal multiple access(OMA)scheme,the NOMA scheme with the fixed user grouping scheme and the random user grouping scheme,the system throughput performance of the proposed scheme is signifi-cantly improved. 展开更多
关键词 non-orthogonal multiple access(NOMA) channel state information(CSI) user grouping power allocation THROUGHPUT
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Network Coding Based on Linear Block Codes for Multi-source Cooperative Relaying Networks
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作者 李宗艳 李世银 李德亮 《Journal of Donghua University(English Edition)》 EI CAS 2013年第6期504-509,共6页
In order to improve link performance of future wireless relay networks,a network coding scheme with linear block codes was proposed,which could be deployed in a relay network consisting of multi-source sending data to... In order to improve link performance of future wireless relay networks,a network coding scheme with linear block codes was proposed,which could be deployed in a relay network consisting of multi-source sending data to a common base station(BS) with the assistance of one relay node.At BS,an iterative decoding structure between one cooperative decoder and a number of single-source decoders was established using the relayed network codes and source codes.Further,the extrinsic information transfer(EXIT) chart technique was used to predict and analyze the convergence behavior of iterative decoder.The analysis and simulation results show that the bit error ratio(BER) performance of the proposed scheme outperforms reference scheme under different relay network coding matrices.Compared with a reference scheme without the multisource cooperation,the proposed scheme can obtain network coding gain from the relay network while not reduce its code rate. 展开更多
关键词 multiple access relay channel iterative decoding extrinsic information transfer chart: converfence
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存在窃听者的协作中继NOMA系统安全性能分析 被引量:1
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作者 张继荣 刘玉 《西安邮电大学学报》 2023年第2期19-28,共10页
在不完全信道状态信息和非理想连续干扰消除条件下对存在窃听者的非正交多址系统安全性能问题进行研究,提出一个存在窃听者的解码转发中继辅助非正交多址接入系统(Decode and Forward Cooperative Relay in Non-Orthogonal Multiple Acc... 在不完全信道状态信息和非理想连续干扰消除条件下对存在窃听者的非正交多址系统安全性能问题进行研究,提出一个存在窃听者的解码转发中继辅助非正交多址接入系统(Decode and Forward Cooperative Relay in Non-Orthogonal Multiple Access System with Eavesdropper,DFCR-E-NOMA)。在该系统中,分析了在不完全的信道状态信息和非理想连续干扰消除同时存在的条件下系统的安全性能,利用中断概率和截获概率表征系统的安全性能,通过蒙特卡罗模拟仿真分析了功率分配系数、信道估计误差对所提系统性能的影响。验证结果表明,在信道条件一定的情况下,可通过设置较高的数据传输速率,在基站或中继处选择合适的功率分配系数能够有效降低窃听者的截获概率。 展开更多
关键词 非正交多址接入 信道状态信息 连续干扰消除 协作中继 中断概率 截获概率
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非理想顺序干扰消除和信道状态信息下SWIPT-NOMA-CR网络中断性能 被引量:2
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作者 马柱华 罗丽平 《物联网学报》 2023年第1期129-139,共11页
针对基于无线携能通信(SWIPT, simultaneous wireless information and power transfer)和非正交多址接入(NOMA, non-orthogonal multiple access)的认知中继(CR, cognitive relay)(SWIPT-NOMA-CR)网络,考虑非理想顺序干扰消除(SIC, suc... 针对基于无线携能通信(SWIPT, simultaneous wireless information and power transfer)和非正交多址接入(NOMA, non-orthogonal multiple access)的认知中继(CR, cognitive relay)(SWIPT-NOMA-CR)网络,考虑非理想顺序干扰消除(SIC, successive interference cancellation)和信道状态信息(CSI, channel state information)实际情况,研究系统在采用理想、时间开关(TS, time switching)和功率分割(PS, power splitting)3种中继传输方案时次用户的中断性能。推导出次用户中断概率的解析表达式,并通过蒙特卡洛仿真验证理论推导的正确性。实验结果表明,非理想SIC和CSI会导致次用户的中断性能下降,相对于非理想CSI,非理想SIC给系统中断性能带来的损失更大。此外,用户采用PS中继传输方案的中断概率比采用TS方案低,当改变非理想SIC和CSI因子时,采用PS方案用户的中断概率差值比TS方案小,说明PS中继传输方案的可靠性优于TS方案。 展开更多
关键词 无线携能通信 非正交多址接入 认知中继网络 中断性能 非理想SIC 非理想CSI
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大规模MIMO-NOMA双向中继认知系统物理层安全研究
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作者 席琳 冉静学 《东北师大学报(自然科学版)》 CAS 北大核心 2023年第2期62-67,共6页
针对基于中继辅助传输的认知无线电-非正交多址(CR-NOMA)系统中,频谱利用率低及安全性较差的缺点,提出将大规模多输入多输出(MIMO)技术应用到基于双向中继的CR-NOMA网络中,使两组认知非正交多址(NOMA)用户在双向中继的协助下交换信息.... 针对基于中继辅助传输的认知无线电-非正交多址(CR-NOMA)系统中,频谱利用率低及安全性较差的缺点,提出将大规模多输入多输出(MIMO)技术应用到基于双向中继的CR-NOMA网络中,使两组认知非正交多址(NOMA)用户在双向中继的协助下交换信息.在不完全信道状态信息的约束下,推导出受发射功率、信道估计误差和天线数量影响的安全中断概率的闭合表达式.仿真结果表明,随着中继天线数量的增加,安全中断概率收敛到特定数值,同时可得到复杂度较低且安全性能最优天线数量. 展开更多
关键词 安全中断概率 大规模多输入多输出 非正交多址 双向中继 不完全信道状态信息
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基于差分编码调制的多址中继网络编码方法 被引量:1
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作者 吴湛击 尉乐 《系统工程与电子技术》 EI CSCD 北大核心 2015年第3期646-651,共6页
现有多址接入中继信道(multiple-access relay channel,MARC)的网络编码技术多采用非差分调制,相干解调时会产生相位模糊。引用差分调制可克服此问题,但解调性能会损失约2.5dB。为了弥补此损失,文中提出一种基于差分调制的比特交织编码... 现有多址接入中继信道(multiple-access relay channel,MARC)的网络编码技术多采用非差分调制,相干解调时会产生相位模糊。引用差分调制可克服此问题,但解调性能会损失约2.5dB。为了弥补此损失,文中提出一种基于差分调制的比特交织编码调制迭代译码(bit-interleaved coded modulation scheme with iterative decoding,BICM-ID)方法。利用外信息转移图分析比较了两种编码(卷积码和低密度校验(low density parity check,LDPC)码)结合差分正交幅度调制(differential quadrature amplitude modulation,DQAM)在格雷和改进集合分割(modified set partitioning,MSP)映射下的性能,并做仿真对比。结果表明,对于差分调制,格雷映射比MSP映射更优。对于格雷映射,卷积码比LDPC码更优,有0.7dB的增益,且复杂度更低。 展开更多
关键词 网络编码 多址接入中继信道 比特交织编码调制 迭代译码 差分正交幅度调制
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新的半双工中继协议及其资源分配
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作者 李勇 王文博 +1 位作者 孔佳 彭木根 《通信学报》 EI CSCD 北大核心 2009年第5期9-15,共7页
传统的基于放大转发或解码转发的时分半双工中继协议避免了对于中继节点的全双工要求,却带来了频谱效率的降低。基于广播信道及多址接入信道的概念,提出了一种新的半双工中继协议,并对该协议下的资源分配问题进行了研究。结果表明,与基... 传统的基于放大转发或解码转发的时分半双工中继协议避免了对于中继节点的全双工要求,却带来了频谱效率的降低。基于广播信道及多址接入信道的概念,提出了一种新的半双工中继协议,并对该协议下的资源分配问题进行了研究。结果表明,与基于放大转发或解码转发的半双工中继协议相比,新的协议能够提高频谱效率。 展开更多
关键词 中继信道 半双工 广播信道 多址接入信道 信道容量
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IMT-Advanced协作中继的网络编码技术
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作者 李颖 孙岳 白宝明 《中兴通讯技术》 2011年第5期11-14,共4页
网络编码技术的本质是在中间节点上对多条输入链路的数据信息进行线性或非线性处理转发。网络编码技术应用于IMT-Advanced系统中时,不仅可用于提高中继转发效率,还可用于设计干扰利用传输策略,以节约小区内的时频资源。文章针对多址接... 网络编码技术的本质是在中间节点上对多条输入链路的数据信息进行线性或非线性处理转发。网络编码技术应用于IMT-Advanced系统中时,不仅可用于提高中继转发效率,还可用于设计干扰利用传输策略,以节约小区内的时频资源。文章针对多址接入中继信道模型,讨论了几种可提高中继转发效率的网络编码传输策略,研究了基于网络编码的干扰利用传输策略,分析了网络编码标准化过程中所面临的各种问题,指出引入网络编码技术对中继传输协议、控制帧格式以及用户调度和资源管理算法等的影响。 展开更多
关键词 多址接入中继信道 网络编码 联合网络-信道编码 干扰利用
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编码协作MARC上全分集LDPC码的实现与性能分析
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作者 郭锐 胡方宁 《电路与系统学报》 CSCD 北大核心 2012年第2期54-59,共6页
本文研究了多接入中继信道(MARC)上全分集LDPC码的实现与性能。首先,分析了MARC模型及其固有分集,然后构造了在MARC上能取得全分集的LDPC码,新构造的码字采用根校验节点把源节点传输与中继节点传输联系起来,从而获得全分集。接着,研究... 本文研究了多接入中继信道(MARC)上全分集LDPC码的实现与性能。首先,分析了MARC模型及其固有分集,然后构造了在MARC上能取得全分集的LDPC码,新构造的码字采用根校验节点把源节点传输与中继节点传输联系起来,从而获得全分集。接着,研究了所构造码字的密度演化过程,在密度演化的基础上,进一步分析了全分集LDPC码校验矩阵的结构,给出了通过提高全分集校验比特的比例,改善全分集LDPC码在MARC上编码增益的方法。仿真结果表明,本文所提算法在MARC信道上不仅能实现全分集,而且能取得较高的编码增益。 展开更多
关键词 多接入中继信道 中继 全分集 分集增益 编码增益
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多址接入中继系统中LDPC乘积码的优化设计 被引量:1
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作者 李宗艳 吴湛击 +1 位作者 杨帆 王文博 《系统工程与电子技术》 EI CSCD 北大核心 2012年第10期2142-2146,共5页
针对两个用户、一个中继节点、一个基站的多址接入中继系统提出了一种基于低密度奇偶校验(lowdensity parity check,LDPC)乘积编码的网络编码方案。为了进一步提升系统性能,方案中采用了一种基于外信息转移(extrinsic information trans... 针对两个用户、一个中继节点、一个基站的多址接入中继系统提出了一种基于低密度奇偶校验(lowdensity parity check,LDPC)乘积编码的网络编码方案。为了进一步提升系统性能,方案中采用了一种基于外信息转移(extrinsic information transfer,EXIT)图的LDPC乘积码度分布优化算法。该算法主要是对中继节点的LDPC乘积编码进行优化设计,同时可预测LDPC乘积码的迭代译码性能。性能分析与仿真结果表明:优化的网络编码方案进一步改善了传输网络的误码率性能,利用EXIT曲线图实现了迭代译码性能的近似估计。 展开更多
关键词 多址接入中继信道 外信息转移图 迭代译码 收敛
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基于单源最优路径的NOMA中继选择与协作传输 被引量:2
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作者 陆音 汪高瑜 +3 位作者 杨楚瀛 杨凌青 赵坤 朱洪波 《系统工程与电子技术》 EI CSCD 北大核心 2022年第1期292-298,共7页
目前,在非正交多址接入(non-orthogonal multiple access, NOMA)中继通信的研究中,中继用户的选择是随机的,并没有考虑中继节点之间信道条件的差异。为了得到信道条件较好的中继用户,提出一种基于单源最优路径的中继选择策略,从基站广... 目前,在非正交多址接入(non-orthogonal multiple access, NOMA)中继通信的研究中,中继用户的选择是随机的,并没有考虑中继节点之间信道条件的差异。为了得到信道条件较好的中继用户,提出一种基于单源最优路径的中继选择策略,从基站广播信号以用户为节点,设定信道参数,寻找最佳传输通路。当信号到达目标节点后,基站从目标节点处收集所有可达通路,通过对比各通路的信道参数,选出一条最好的传输通路。基于所提中继选择策略,在非机会式NOMA系统中,提出一种新的协作传输方法,该方法在中继传输过程中剔除了多余信号以降低信号间干扰。仿真结果表明,在相同条件下,采用所提策略的协作传输方法比随机中继选择用户中断概率更低,有效降低了系统复杂度。 展开更多
关键词 非正交多址接入 中继选择 单源最优路径 信道参数
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NOMA-Based UAV Communications for Maritime Coverage Enhancement 被引量:12
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作者 Rui Tang Wei Feng +1 位作者 Yunfei Chen Ning Ge 《China Communications》 SCIE CSCD 2021年第4期230-243,共14页
The lack of communication infrastructure in the ocean inevitably leads to coverage blind zones.In addition to high-throughput marine satellites,unmanned aerial vehicles(UAVs)can be used to provide coverage for these b... The lack of communication infrastructure in the ocean inevitably leads to coverage blind zones.In addition to high-throughput marine satellites,unmanned aerial vehicles(UAVs)can be used to provide coverage for these blind zones along with onshore base stations.In this paper,we consider the use of UAV for maritime coverage enhancement.Particularly,to serve more ships on the vast oceanic area with limited spectrum resources,we employ non-orthogonal multiple access(NOMA).A joint power and transmission duration allocation problem is formulated to maximize the minimum ship throughput,with the constraints on onboard communication energy.Different from previous works,we only assume the slowly time-varying large-scale channel state information(CSI)to reduce the system cost,as the large-scale CSI is locationdependent and can be obtained according to a priori radio map.To solve the non-convex problem,we decompose it into two subproblems and solve them in an iterative way.Simulation results show the effectiveness of the proposed solution. 展开更多
关键词 large-scale channel state information(CSI) maritime communications non-orthogonal multiple access(NOMA) unmanned aerial vehicle(UAV)
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非正交自适应多址中继系统复数域网络编码方案性能分析与优化功率分配
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作者 蔡曦 陈庆春 +1 位作者 范平志 颜矛 《电子与信息学报》 EI CSCD 北大核心 2012年第11期2741-2747,共7页
无线中继与网络编码是提高无线通信系统数据可靠性和吞吐率的重要技术手段。该文重点分析了单中继非正交自适应多址系统复数域网络编码问题,即在中继采用选择解码转发自适应策略下的系统可靠性能及其优化设计。首先,论文推导了非正交自... 无线中继与网络编码是提高无线通信系统数据可靠性和吞吐率的重要技术手段。该文重点分析了单中继非正交自适应多址系统复数域网络编码问题,即在中继采用选择解码转发自适应策略下的系统可靠性能及其优化设计。首先,论文推导了非正交自适应多址系统复数域网络编码方案的误符号率性能上界、分集度和编码增益;然后,论文以系统编码增益为优化目标,讨论了最优功率分配问题。结果表明,在保证系统满分集的前提下,非正交多址中继系统采用选择解码转发自适应中继策略能以更低的系统实现复杂度获得优于中继采用链路自适应再生策略所能获得的系统性能。此外,优化源节点和中继节点的功率分配因子可以有效地增加系统编码增益、改进系统性能。 展开更多
关键词 非正交多址中继网络 复数域网络编码 选择解码转发中继 最优功率分配
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Active User and Data Detection for Uplink Grant-free NOMA Systems 被引量:2
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作者 Donghong Cai Jinming Wen +3 位作者 Pingzhi Fan Yanqing Xu Lisu Yu 《China Communications》 SCIE CSCD 2020年第11期12-28,共17页
This paper proposes some low complexity algorithms for active user detection(AUD),channel estimation(CE)and multi-user detection(MUD)in uplink non-orthogonal multiple access(NOMA)systems,including single-carrier and m... This paper proposes some low complexity algorithms for active user detection(AUD),channel estimation(CE)and multi-user detection(MUD)in uplink non-orthogonal multiple access(NOMA)systems,including single-carrier and multi-carrier cases.In particular,we first propose a novel algorithm to estimate the active users and the channels for single-carrier based on complex alternating direction method of multipliers(ADMM),where fast decaying feature of non-zero components in sparse signal is considered.More importantly,the reliable estimated information is used for AUD,and the unreliable information will be further handled based on estimated symbol energy and total accurate or approximate number of active users.Then,the proposed algorithm for AUD in single-carrier model can be extended to multi-carrier case by exploiting the block sparse structure.Besides,we propose a low complexity MUD detection algorithm based on alternating minimization to estimate the active users’data,which avoids the Hessian matrix inverse.The convergence and the complexity of proposed algorithms are analyzed and discussed finally.Simulation results show that the proposed algorithms have better performance in terms of AUD,CE and MUD.Moreover,we can detect active users perfectly for multi-carrier NOMA system. 展开更多
关键词 non-orthogonal multiple access massive connection active user detection channel estimation multi-user detection and alternating direction method of multipliers
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Joint Energy-Efficient Power Allocation and Beamforming Design for mm Wave-NOMA System with Imperfect CSI 被引量:1
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作者 CAI Jiali YU Xiangbin +1 位作者 XU Fangcheng WANG Guangying 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2021年第S01期115-121,共7页
The joint power allocation(PA)and beamforming(BF)design problem is studied to maximize the energy efficiency of a two-user downlink millimeter-wave system with non-orthogonal multiple access under imperfect channel st... The joint power allocation(PA)and beamforming(BF)design problem is studied to maximize the energy efficiency of a two-user downlink millimeter-wave system with non-orthogonal multiple access under imperfect channel state information(CSI).By means of block coordinate descent,convex-concave procedure,and successive convex approximate,we propose a suboptimal joint PA and BF design scheme to address this non-convex problem.Simulation results verify that the proposed joint PA and BF design scheme is more effective when compared to some existing schemes. 展开更多
关键词 energy efficiency millimeter wave non-orthogonal multiple access(NOMA) imperfect channel state information
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