具有部分映射和EP检测的非二进制LDPC编码大规模MIMO系统优化

Zhi-Yuan Feng, Qingqing Liu, Jin Xu, Weihua Liu, Zhe Zhang, Xueyan Chen, Hanqing Ding
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引用次数: 1

摘要

本文提出了一种非二进制低密度奇偶校验(LDPC)编码的高阶调制高维多输入多输出(MIMO)部分映射方案。对于所提出的方案,当采用$M$一元正交调幅(QAM)时,部分映射使用在伽罗瓦域上构造阶为$\sqrt{M}$的非二进制LDPC码,其中$\sqrt{M}$为整数。在接收端,采用了基于实值期望传播(REP)的检测算法。在此基础上,采用基于符号外信息传递(SEXIT)图的迭代优化算法对非二进制LDPC码进行了优化。提出了一种简化的大规模MIMO探测器组件出口图的计算方法,避免了大量的仿真。数值仿真结果验证了上述思想的有效性。
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Optimization of non-binary LDPC coded massive MIMO systems with partial mapping and EP detection
In this work, a non-binary low density parity check (LDPC) coded high dimensional multiple input multiple output (MIMO) scheme with partial mapping for high order modulation is proposed. For the proposed scheme, when $M$ -ary quadrature amplitude modulation (QAM) is employed, then non-binary LDPC code constructed over Galois field with order $\sqrt{M}$ is used for partial mapping, where $\sqrt{M}$ is an integer. At the receiver side, a real-valued expectation propagation (REP) based detection algorithm is used. Furthermore, symbol-wise extrinsic information transfer (SEXIT) chart based iterative optimization algorithm is used to optimize the concatenated non-binary LDPC code. A simplified method is proposed to calculate the component EXIT chart of the massive MIMO detector, which can avoid a large amount of simulations. Numerical simulation results demonstrate the validity of the above idea.
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