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Superposed 16-QAM Signal Detection Using GaBP in a Massive MIMO System

机译:在大规模MIMO系统中使用GaBP进行叠加16-QAM信号检测

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Gaussian belief propagation (GaBP) has been proposed to detect a large number of signals. It is based on message passing of the second-order complexity. In general, the GaBP uses bit-wise reliability. Thus, it is not straightforward to apply the GaBP to the multi-level-modulated signals. In this paper, we propose to compose a 16-QAM symbol from two QPSK symbols using superposition modulation and evaluate the detection performance of the GaBP for superposed 16-QAM signals in a massive MIMO system. In the uncoded case, the uniform and Gray-mapped 16-QAM provides the best performance. However, in the coded case, the performance of superposed 16-QAM becomes much better and outperforms the uniform and Gray-mapped 16-QAM. Thus, the potential capability of superposition modulation in the GaBP detection has been confirmed.
机译:已经提出了高斯置信传播(GaBP)来检测大量信号。它基于二阶复杂度的消息传递。通常,GaBP使用按位可靠性。因此,将GaBP应用于多级调制信号并非易事。在本文中,我们建议使用叠加调制从两个QPSK符号组成一个16-QAM符号,并评估GaBP对大规模MIMO系统中叠加的16-QAM信号的检测性能。在未编码的情况下,统一的灰色映射16-QAM可提供最佳性能。但是,在编码情况下,叠加的16-QAM的性能变得更好,并且性能优于均匀的灰度映射的16-QAM。因此,已经确认了GaBP检测中叠加调制的潜在能力。

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