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A Low Complexity Expectation Propagation Detection for Massive MIMO System

机译:大规模MIMO系统的低复杂度期望传播检测。

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This paper proposes a low-complexity expectation propagation (EP) algorithm for massive multiple-input multiple-output (MIMO) detections. The original EP detection algorithm shows a near-optimal performance but suffers from the unaffordable computational complexity. In this paper, we use an iterative successive updating scheme to reduce the complexity caused by the exact matrix inversion in each iteration and ameliorate the efficiency and accuracy of messages updating to accelerate the convergence, which leads to a low-complexity high-performance massive MIMO detector. Numerical analysis shows the proposed algorithm can outperform 0.2 dB in bit error rate (BER) with a huge of computational complexity saved compared with the previous EP detector.
机译:本文提出了一种用于大规模多输入多输出(MIMO)检测的低复杂度期望传播(EP)算法。原始的EP检测算法显示出接近最佳的性能,但遭受难以承受的计算复杂性。在本文中,我们使用迭代的连续更新方案来降低每次迭代中精确的矩阵求逆所引起的复杂度,并改善消息更新的效率和准确性以加速收敛,从而导致低复杂度的高性能大规模MIMO探测器。数值分析表明,与以前的EP检测器相比,该算法的误码率(BER)优于0.2 dB,节省了大量计算复杂度。

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