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A Low-Complexity Signal Detection Utilizing AOR Iterative Method for Massive MIMO Systems 被引量:2
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作者 Zhenyu Zhang Xiaoming Dai +2 位作者 Yuanyuan Dong Xiyuan Wang Tong Liu 《China Communications》 SCIE CSCD 2017年第11期269-278,共10页
Massive multiple-input multiple-output(MIMO) system is capable of substantially improving the spectral efficiency as well as the capacity of wireless networks relying on equipping a large number of antenna elements at... Massive multiple-input multiple-output(MIMO) system is capable of substantially improving the spectral efficiency as well as the capacity of wireless networks relying on equipping a large number of antenna elements at the base stations. However, the excessively high computational complexity of the signal detection in massive MIMO systems imposes a significant challenge for practical hardware implementations. In this paper, we propose a novel minimum mean square error(MMSE) signal detection using the accelerated overrelaxation(AOR) iterative method without complicated matrix inversion, which is capable of reducing the overall complexity of the classical MMSE algorithm by an order of magnitude. Simulation results show that the proposed AOR-based method can approach the conventional MMSE signal detection with significant complexity reduction. 展开更多
关键词 massive multiple-input multiple-output(MIMO) accelerated overrelaxation(aor) iterative method minimum mean square error(MMSE) convergence complexity
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用块超松弛迭代法求解不定最小二乘问题 被引量:1
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作者 唐晓霞 刘巧华 《应用数学与计算数学学报》 2015年第3期269-277,共9页
应用块对称超松弛(symmetric successive overrelaxation,SSOR)和块加速超松弛(accelerated overrelaxation,AOR)迭代法来解不定最小二乘问题,并分析两种算法的收敛性和最佳松弛因子.理论分析表明,尽管最佳的SSOR方法比最佳的AOR方收敛... 应用块对称超松弛(symmetric successive overrelaxation,SSOR)和块加速超松弛(accelerated overrelaxation,AOR)迭代法来解不定最小二乘问题,并分析两种算法的收敛性和最佳松弛因子.理论分析表明,尽管最佳的SSOR方法比最佳的AOR方收敛慢,但其最佳松弛因子取法更简单.数值算例验证了相应的理论结果. 展开更多
关键词 不定最小二乘问题 块对称超松弛(SSOR) 块加速超松弛(aor) 2-弱循环 相容次序 收敛
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加速松弛迭代法的最优加速因子
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作者 蒋美群 《苏州大学学报(自然科学版)》 CAS 1991年第3期256-260,共5页
本文就一类特殊矩阵所对应的线性方程组,采用加速松弛法迭代求解时,用先求出最优的松弛因子,再得到加速因子的最优,给出了G.Avdelas&A.Hadjidimos所得最优因子的一个简单明了的几何证明。
关键词 线性方程组 加速松驰迭代 最优因子
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