大规模MIMO的线性检测器和预编码方法

Jean Marcel Faria Tonin, T. Abrão
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引用次数: 0

摘要

多输入多输出(MIMO)无线通信系统的检测是接收机中的一个关键步骤,因为与单输入单输出(SISO)传输方案不同,多址传输方案由于与多个天线同时传输而产生干扰。预编码是MIMO系统中的一种技术,用于减轻信道对接收信号的影响。因此,可以连续地调整所传输的信息以逆转接收器侧无线信道的影响。在这项工作中,对大规模MIMO (M-MIMO)系统的线性次优检测器和预编码器进行了实现、分析和比较,并进行了性能复杂性权衡。同时考虑了两种信道情况下的数值结果:a)接收端和发送端具有完美的信道状态信息(CSI);B)复合信道系数的估计有不同程度的不准确性。蒙特卡罗模拟(MCS)表明,线性零强迫(ZF)和最小均方误差(MMSE)大规模MIMO探测器在低和中等系统负载(L = K/M)下运行时,由于大规模MIMO系统中出现了有利的传播现象,因此对多用户干扰具有一定的鲁棒性。
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Linear detectors and precoding methods for massive MIMO
Detection in multiple-input-multiple-output (MIMO) wireless communication systems is a crucial procedure in receivers since the multiple access transmission schemes generate interference due to the simultaneous transmission along with the several antennas, unlike single-input-single-output (SISO) transmission schemes. Precoding is a technique in MIMO systems used to mitigate the effects of the channel over the received signal. Hence, it is possible to adjust continuously the transmitted information to reverse the effect of the wireless channel at the receiver side. In this work, linear sub-optimal detectors and precoders for massive MIMO (M-MIMO) systems are implemented, analyzed, and compared in terms of performance-complexity trade-off. It is also being considered numerical results in both channel scenarios: a) receiver and transmitter have perfect channel state information (CSI); b) complex channel coefficients are estimated with different levels of inaccuracy. Monte-Carlo simulations (MCS) reveal that linear zero-forcing (ZF) and minimum mean squared error (MMSE) massive MIMO detectors result in a certain robustness against multi-user interference when operating under low and medium system loading, L = K/M, thanks to the favourable propagation phenomenon arising in massive MIMO systems.
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