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Computational Complexity Reduction of Receive Weight Matrices in Massive MIMO SC-FDF†

机译:大规模MIMO SC-FDF中接收权重矩阵的计算复杂度降低†

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MIMO single-carrier frequency domain equalization (SC-FDE) can achieve high data-rate uplink transmission. We need, however, weight matrices for all the frequency points which separate spatially multiplexed signals and equalize channel distortion. In this paper, we deal with zero-forcing (ZF) matrices. To obtain them, we need matrix inverse calculations, and the computational complexity is heavy when the number of frequency points is large. It is possible to reduce the amount of calculations using an interpolation technique. We calculate ZF weight matrices for a part of frequency points, and for the remaining ones, we obtain the matrices by interpolation. This technique has been investigated for MIMO OFDM systems so far. In this paper, we consider computational complexity reduction for massive MIMO SC-FDE. We examine bit error rate (BER) performance of the linear and DFT interpolations. It is shown that the interpolation techniques achieve satisfactory BER with lower computational complexity. Also, we show that the ZF matrix is approximated by a maximum ratio combining (MRC) one in a massive MIMO case, and that the MRC matrix requires almost no computations and the degradation of the BER performance is small.
机译:MIMO单载波频域均衡(SC-FDE)可以实现高数据速率上行链路传输。但是,我们需要为所有频率点分配权重矩阵,以分离空间多路复用信号并均衡信道失真。在本文中,我们处理零强迫(ZF)矩阵。为了获得它们,我们需要矩阵逆计算,并且当频点数量很大时,计算复杂度很高。使用插值技术可以减少计算量。我们计算一部分频率点的ZF权重矩阵,而其余频率点通过插值获得。迄今为止,已经针对MIMO OFDM系统对该技术进行了研究。在本文中,我们考虑了大规模MIMO SC-FDE的计算复杂度降低。我们检查了线性和DFT插值的误码率(BER)性能。结果表明,插值技术以较低的计算复杂度实现了令人满意的误码率。此外,我们表明,在大规模MIMO情况下,ZF矩阵由最大比合并(MRC)近似,而MRC矩阵几乎不需要任何计算,并且BER性能的下降很小。

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