LTE线性MIMO检测器的性能:可实现的数据速率和复杂性

D. Samardzija, M. Pilipovic, D. Marijan, Jaroslav Farkaš, M. Temerinac
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引用次数: 1

摘要

在本研究中,我们分析了线性单用户多输入多输出(SU-MIMO)检测器在3GPP LTE无线系统中的性能。我们考虑基于(i)显式矩阵反演和(ii)自适应梯度算法的最小均方误差(MMSE)线性检测器。我们使用Jakes模型,将可实现的平均数据速率表示为不同移动终端速度的函数,并具有逐符号的时间变化。使用二维多细胞模型确定平均速率和细胞边缘速率。考虑了lte特定参考信号(即导频)的安排。此外,还分析了实现的复杂性。以更高的实现复杂度为代价,在更高的移动终端速度和信噪比下,基于显式矩阵反演的检测器优于基于自适应梯度算法的检测器。此外,我们证明了相应的单输入多输出(SIMO)解决方案在中高移动终端速度方面优于MIMO。此外,SIMO传输在复杂性方面显示出更高的效率。结果表明,具有线性检测的MIMO传输应仅应用于非常有限数量的信道条件:(i)高信噪比,(ii)低迁移率。该研究可作为建立数据速率、复杂性和多天线布置之间权衡的基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance of LTE linear MIMO detectors: Achievable data rates and complexity
In this study we analyze performance of linear single user multiple-input multiple-output (SU-MIMO) detector applied in 3GPP LTE wireless systems. We consider minimum mean square error (MMSE) linear detectors based on (i) explicit matrix inversion, and (ii) adaptive gradient algorithm. We present the average achievable data rates as a function of different mobile terminal speeds, using the Jakes model, with symbol-by-symbol temporal variations. Mean and cell-edge rates are determined using two-dimensional multi-cell model. The LTE-specific reference signal (i.e., pilot) arrangements are considered. In addition, the implementation complexity is analyzed. At the expense of higher implementation complexity, for higher mobile terminal speeds and signal-to-interference-and-noise ratio (SLNR) the detector based on explicit matrix inversion outperforms the one based on the adaptive gradient algorithm. Furthermore, we show that a corresponding single-input multiple-output (SIMO) solution outperforms MIMO for moderate and high mobile terminal speeds. In addition, complexity-wise the SIMO transmission is shown to be more efficient. The results indicate that the MIMO transmission with linear detection should be applied only in a very limited number of channel conditions: (i) high SINR, and (ii) low mobility. This study may be used as a basis for establishing a trade-off between the data rates, complexity and multiple antenna arrangements.
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