上行MIMO-SCMA系统的低复杂度期望传播检测

Zeina Mheich, Ibrahim A. Hemadeh, Zilong Liu, P. Xiao
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引用次数: 3

摘要

我们考虑与多输入多输出(MIMO)相关的上行稀疏码多址(SCMA)系统,其中发射器和接收器配备多个天线,以提高可靠性(分集增益)或提高数据速率(多路复用增益)。对于每一种基于分集或多路复用的MIMO与SCMA相结合的方案,我们开发了基于消息传递算法(MPA)和期望传播算法(EPA)的低复杂度迭代检测算法。研究表明,EPA下的MIMO- scma具有显著的线性复杂度优势(与具有指数复杂度的MPA相比),并且由于MIMO传输而提高了错误率性能。我们还表明,EPA的性能取决于码本的大小和天线的数量。
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Low-Complexity Expectation Propagation Detection for Uplink MIMO-SCMA Systems
We consider uplink sparse code multiple access (SCMA) systems associated with multiple input multiple output (MIMO), where the transmitters and the receiver are equipped with multiple antennas, for enhanced reliability (diversity gain) or improved data rate (multiplexing gain). For each diversity or multiplexing based MIMO scheme combined with SCMA, we develop low-complexity iterative detection algorithms based on the message passing algorithm (MPA) and the expectation propagation algorithm (EPA). We show that the MIMO-SCMA under EPA enjoys the salient advantage of linear complexity (in comparison to the MPA counterpart with exponential complexity) as well as enhanced error rate performances due to the MIMO transmission. We also show that the performance of EPA depends on the codebook size and the number of antennas.
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