通过DFT预编码在空间相关的大型MIMO通道中提高预期传播检测的性能
Huaicheng Luo1, Jia Tang1, Zeliang Ou2
1School of Future, Beijing University of Posts and Telecommunicaitons, Beijing 100876, China.
在大型MIMO系统中,预期传播 (EP) 检测与天线相关性相斗争. 一个新的DFT预编码器有效地减轻了这种相关性,改善了EP算法性能,并降低了高维系统中的错误率.
科学领域:
- 无线通信系统无线通信系统
- 信号处理算法 信号处理算法
背景情况:
- 预期传播 (EP) 是用于大型多输入多输出 (MIMO) 系统的强大检测算法.
- 发射天线相关性显著降低了EP性能,特别是在具有高阶调制的高维系统中.
研究的目的:
- 为了解决EP检测的性能下降,由大规模的MIMO系统中发射天线相关性引起.
- 提出和评估一种新的预编码技术,以减轻发射天线相关性.
主要方法:
- 利用道传输相关性矩阵的非对称性属性,传输对应性矩阵的自向量矩阵接近离散里埃转换 (DFT) 矩阵.
- 开发和实施DFT预编码器以消除发射天线相关性.
- 对具有强烈相关性的高阶,高维的大型MIMO系统进行模拟.
主要成果:
- 拟议的DFT预编码有效地消除了发射天线相关性.
- DFT预编码显著加快了EP算法的融合.
- 通过DFT前编码器观察到检测错误率的显著降低.
结论:
- DFT预编码是一种有效的方法,可以克服用于大规模MIMO的EP检测的发射天线相关性挑战.
- 拟议的技术在高维系统的收速度和精度上都提供了显著的改进.
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