LDPC编码空间调制系统的低复杂度软输出检测器

Cong Li, Yunpeng Cheng, Yuming Zhang, Yu-zhen Huang
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引用次数: 13

摘要

本文提出了一种多输入多输出(MIMO)系统的高效传输方案,即低密度奇偶校验(LDPC)编码空间调制(SM)系统。为了利用LDPC码强大的纠错能力,LDPC编码SM系统面临的关键挑战是设计可靠、低复杂度的软输出检测器。为了解决这一问题,我们利用M-PSK和M-QAM星座的特点,提出了两种基于硬决策检测器的软输出检测算法,即基于psk的软输出检测器(PBSOD)和基于qam的软输出检测器(QBSOD)。分析结果表明,搜索候选信号的数量从NtM减少到Nt,其中Nt为发射天线数,M为调制阶数。此外,我们提出了一种更通用的更简单的检测器,即使用绝对值代替Frobenius范数来计算软位度量。本文的研究结果表明,与最优最大后验(MAP)对数似然比(LLR)检测器和Max-Log检测器相比,所提出的三种LDPC编码SM系统软输出检测器具有更低的复杂性,而仅造成边际性能下降。此外,还提供了所提出的检测器与最先进检测器之间的综合性能和计算复杂度的比较,以验证所提出的低复杂度检测器。所提出的检测器的性能和复杂性使其适合于实际编码SM-MIMO系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Low-complexity soft-output detectors for LDPC coded spatial modulation systems
In this paper, we present an efficient transmission scheme for multiple-input multiple-output (MIMO) systems, i.e., low density parity check (LDPC) coded spatial modulation (SM) systems. To exploit the powerful error correction of LDPC code, the key challenge of LDPC coded SM systems is on designing a reliable but low complexity soft-output detector. To tackle this problem, we propose two soft-output detection algorithms based on hard-decision detectors by exploiting the features of M-PSK and M-QAM constellations, namely, PSK-based soft-output detector (PBSOD) and QAM-based soft-output detector (QBSOD). The analytical results show that the number of the searched signal candidates is reduced from NtM to Nt, where Nt is the number of transmit antennas, M is the modulation order. Furthermore, we propose a more general simpler detector, that is, using the absolute value instead of the Frobenius norm to calculate the soft bit metrics. The findings of this paper suggest that the proposed three soft-output detectors for LDPC coded SM systems exhibit lower complexity compared to optimal maximum a posteriori (MAP) log likelihood ratio (LLR) detector and Max-Log detector while imposing only marginal performance degradation. In addition, a comprehensive performance and computational complexity comparison between the proposed detectors and the state-of-the-art detectors is provided to validate the proposed low-complexity detectors. The achieved performance and complexity of the proposed detectors make them suitable candidates for practical coded SM-MIMO systems.
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