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首页> 外文期刊>IEEE communications letters >Lattice-Reduction-Aided Partial Marginalization for Soft Output MIMO Detector With Fixed and Reduced Complexity
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Lattice-Reduction-Aided Partial Marginalization for Soft Output MIMO Detector With Fixed and Reduced Complexity

机译:具有固定和降低的复杂度的软输出MIMO检测器的晶格减少辅助部分边际化

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In this letter, we propose lattice-reduction (LR)-aided partial marginalization (PM) for soft output multiple-input multiple-output (MIMO) detection. PM has the advantages of a fully predictable runtime and convenience in parallelization while offering a well-defined tradeoff between the performance and the computational complexity. However, the computational complexity of PM to achieve a high level of performance is considerably high. In order to reduce the complexity of PM, the proposed scheme performs low-complexity LR-aided marginalization instead of exact marginalization (EM) to avoid the exhaustive approach of the EM, which mainly increases the overall complexity. The experimental results demonstrate that the computational complexity of the proposed scheme is considerably lower with negligible performance degradation compared to conventional PM.
机译:在这封信中,我们提出了用于软输出多输入多输出(MIMO)检测的晶格简化(LR)辅助部分边缘化(PM)方法。 PM具有完全可预测的运行时间和并行化便利性的优点,同时在性能和计算复杂性之间提供了明确定义的权衡。但是,PM的计算复杂度要达到较高的性能水平是相当高的。为了降低PM的复杂度,提出的方案执行低复杂度的LR辅助边缘化而不是精确边缘化(EM),以避免EM的穷举方法,这主要增加了整体复杂性。实验结果表明,与传统的PM相比,所提方案的计算复杂度大大降低,并且性能下降可忽略不计。

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