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基于广义投影梯度下降算法的深度学习大规模MIMO信号检测
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作者 黄永明 王正 《东南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第4期961-971,共11页
为了提升大规模MIMO系统的信号检测性能,对由投影和梯度下降(gradient descent,GD)这2个基础操作构成的投影梯度下降(projected gradient descent,PGD)算法进行研究.在基于PGD算法的大规模MIMO检测器中,由于投影和GD操作的损失函数不同... 为了提升大规模MIMO系统的信号检测性能,对由投影和梯度下降(gradient descent,GD)这2个基础操作构成的投影梯度下降(projected gradient descent,PGD)算法进行研究.在基于PGD算法的大规模MIMO检测器中,由于投影和GD操作的损失函数不同,迭代时需要使两者达到平衡,因此通过广义投影梯度下降(generalized projected gradient descent,GPGD)方法实现了投影和GD操作的灵活选取.GPGD方法中在多次的GD步骤后执行1次投影,与传统方式中交替进行投影和GD操作相比,具有显著优势;同时为了保证算法的收敛效率,也对GD操作的步长进行了探究.另外,通过对GPGD算法进行基于深度神经网络的迭代展开,进一步构建了自纠错自动检测器的检测框架,有效提升检测性能和效率.仿真结果表明,GPGD方法带来了明显的系统增益,具有显著的优越性. 展开更多
关键词 大规模mimo检测 投影梯度下降 去噪自动编码器 深度学习
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Performance Analysis of Uplink Distributed Massive MIMO System with Cross-Layer Design over Rayleigh Fading Channel 被引量:3
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作者 WANG Hui YU Xiangbin +2 位作者 LIU Fuyuan LIU Tao BAI Jiawei 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2021年第6期1028-1036,共9页
The performance of uplink distributed massive multiple-input multiple-output(MIMO)systems with crosslayer design(CLD) is investigated over Rayleigh fading channel, which combines the discrete rate adaptive modulation ... The performance of uplink distributed massive multiple-input multiple-output(MIMO)systems with crosslayer design(CLD) is investigated over Rayleigh fading channel, which combines the discrete rate adaptive modulation with truncated automatic repeat request. By means of the performance analysis, the closed-form expressions of average packet error rate(APER)and overall average spectral efficiency(ASE)of distributed massive MIMO systems with CLD are derived based on the conditional probability density function of each user’s approximate effective signal-to-noise ratio(SNR)and the switching thresholds under the target packet loss rate(PLR)constraint.With these results,using the approximation of complementary error functions,the approximate APER and overall ASE are also deduced. Simulation results illustrate that the obtained theoretical ASE and APER can match the corresponding simulations well. Besides,the target PLR requirement is satisfied,and the distributed massive MIMO systems offer an obvious performance gain over the co-located massive MIMO systems. 展开更多
关键词 distributed massive multiple-input multiple-output(mimo)system zero-forcing detection cross-layer design spectral efficiency quality of service packet error rate
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