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Hybrid analog-digital precoding for millimeter wave MIMO systems

机译:毫米波MIMO系统的混合模数预编码

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Traditional all-digital precoder due to the huge hardware cost of the RF chain, making it no longer suitable for mmWave large-scale MIMO systems, hybrid analog/digital precoding is proposed to reduce the hardware cost of RF components while achieving similar performance to all-digital precoder. This paper presents a TOMP hybrid precoding algorithm. In the algorithm, the optimal all-digital precoding matrix is obtained by singular value decomposition of the channel matrix. Using the designed initial matrix as the RF precoding initial value, update the RF matrix by OMP idea, and then defining algorithm end conditions, using iterative improvements to improve the performance of hybrid precoders. In addition, the influence of different precoding schemes on energy efficiency performance is analyzed from two aspects: signal-to-noise ratio and radio frequency chain number. The simulation results show that the TOMP algorithm appears to provide high performance than the OMP algorithm and close to the optimal all-digital precoding scheme. Energy efficiency analysis results show that it is more appropriate to adopt a hybrid precoding scheme to guarantee both spectral efficiency and energy efficiency.
机译:传统的全数字预编码器由于RF链的巨大硬件成本,使其不再适用于mmWave大规模MIMO系统,因此提出了混合模拟/数字预编码功能,以降低RF组件的硬件成本,同时实现与所有硬件相似的性能。 -数字预编码器。本文提出了一种TOMP混合预编码算法。该算法通过信道矩阵的奇异值分解得到最优的全数字预编码矩阵。使用设计的初始矩阵作为RF预编码初始值,通过OMP思想更新RF矩阵,然后定义算法结束条件,并使用迭代改进来提高混合预编码器的性能。此外,从两个方面分析了不同的预编码方案对能效性能的影响:信噪比和射频链数。仿真结果表明,TOMP算法似乎比OMP算法具有更高的性能,并且接近于最佳的全数字预编码方案。能量效率分析结果表明,采用混合预编码方案以同时保证频谱效率和能量效率更为合适。

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