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A low-complexity matched filter detector with parallel interference cancellation for massive MIMO systems

机译:低复杂度匹配滤波器检波器,具有并行干扰消除功能,适用于大规模MIMO系统

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摘要

With a large number of antennas at the transmitter and receiver, massive multiple-input multiple-output (MIMO) systems can achieve substantially high spectral efficiency as well as high stability and reliability. Nevertheless, one of the major challenges for its practical use is its computational complexity for symbol detection that grows exponentially with the number of antennas. In this work, we focus on a low complexity implementation of massive MIMO detector based on matched filter (MF) detection with parallel interference cancellation (PIC). In general, MF-based detector performs poorly in the high SNR region. Nevertheless, with the help of powerful channel coding such as low-density parity-check (LDPC) codes and the well-designed PIC, the resulting error performance of the proposed MF-PIC can approach or even outperform the conventional minimum mean square error (MMSE)-based detector with much less complexity. Furthermore, due to its parallel structure, low latency implementation based on parallel architecture is possible and thus is suitable for practical massive MIMO systems.
机译:通过在发射器和接收器处使用大量天线,大规模多输入多输出(MIMO)系统可以实现高频谱效率以及高稳定性和可靠性。然而,其实际使用的主要挑战之一是其用于符号检测的计算复杂度随着天线数量的增加而呈指数增长。在这项工作中,我们将重点放在基于具有并行干扰消除(PIC)的匹配滤波器(MF)检测的大规模MIMO检测器的低复杂度实现上。通常,基于MF的检测器在高SNR区域中表现较差。尽管如此,借助强大的信道编码(例如低密度奇偶校验(LDPC)码)和精心设计的PIC,所提出的MF-PIC所产生的错误性能可以接近甚至优于传统的最小均方误差(基于MMSE)的检测器,复杂度大大降低。此外,由于其并行结构,基于并行架构的低延迟实现是可能的,因此适用于实际的大规模MIMO系统。

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