大规模MIMO系统中一种简化的消息传递检测算法

Jing Ye, Jianing Zhao, Fei Xu
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引用次数: 0

摘要

基于信道硬化理论的原始消息传递检测(MPD)算法在大规模多输入多输出(MIMO)系统中表现出优异的性能。然而,随着用户数量和调制顺序的增加,原有MPD算法的高计算复杂度对硬件实现非常不友好。因此,本文提出了一种基于概率近似的简化MPD算法,简称MS-PA-MPD。该算法简化了原MPD算法中对数似然比的计算,省去了许多指数运算和除法运算。它还在每次迭代中对符号概率进行排序和选择。只选择符号概率高的星座点进行概率更新,大大降低了计算复杂度。此外,针对高阶调制下MS-PA-MPD性能下降的问题,提出了一种改进的MS-PA-MPD算法。仿真结果表明,对于16QAM, MS-PA-MPD的性能损失与原始MPD相比几乎可以忽略。此外,HMS-PA-MPD在高阶调制下也表现出良好的检测性能。这两种方法都大大降低了计算复杂度和硬件开销,特别适用于大规模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。
A Simplified Message Passing Detection Algorithm for Massive MIMO Systems
The original message passing detection (MPD) algorithm based on channel hardening theory has shown excellent performance in large-scale multiple-input multiple-output (MIMO) systems. However, with the increase of the numbers of users and modulation order, the high computation complexity of the original MPD algorithm is very unfriendly to hardware implementation. Therefore, this paper proposes a simplified MPD algorithm based on probability approximation, which is called MS-PA-MPD for short. This algorithm simplifies the calculation of log-likelihood ratio in original MPD algorithm, and eliminates many exponential and division operations. It also sorts and selects the symbol probabilities in each iteration. Only the constellation points with high symbol probabilities can be selected to update the probabilities, which greatly reduces the computation complexity. Moreover, an improved algorithm HMS-PA-MPD is proposed to solve the problem of MS-PA-MPD's performance degradation under higher-order modulation. Simulation results show that, for 16QAM, the performance loss of MS-PA-MPD can be almost ignored compared with the original MPD. Besides, the HMS-PA-MPD also shows good detection performance under higher-order modulation. Both of them greatly reduce the computation complexity and hardware overhead, and are especially suitable for large-scale MIMO systems.
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