GMP-based Iterative Equalization in MIMO ISI Channels

Fu Songying, Liu Lizhe, Shen Binsong
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Abstract

In iterative equalization, the main problem to be solved is to gain the input information according to posterior probability density. To solve this problem, a generalized message passing algorithm is adopted, which can effectively perform channel estimation and obtain channel response information required for equalization. In MIMO receiving system, by designing an improved STBC frame structure, we can utilize the diversity gain brought by the system, and the receiving signal structure is convenient for calculation, and the performance of iterative reception can be improved. The detector includes a soft equalizer and a channel estimator, whose principle is similar to that of a soft equalizer and a soft decoder. It exchanges external information block by block according to an iterative algorithm, thereby improving the performance of the equalizer. By analyzing the performance of the algorithm, it is proposed to increase the semi-adaptive damping coefficient to ensure the independence of the equalizer and the interleaver. The results show that the performance of the improved algorithm is better than that of the receiver system without the improved STBC frame structure and without the GMP channel estimation algorithm in the MIMO receiving system.
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MIMO ISI信道中基于gmp的迭代均衡
在迭代均衡中,要解决的主要问题是根据后验概率密度获取输入信息。为了解决这一问题,采用了一种广义消息传递算法,该算法可以有效地进行信道估计,获得均衡所需的信道响应信息。在MIMO接收系统中,通过设计改进的STBC帧结构,可以利用系统带来的分集增益,并且接收信号结构便于计算,可以提高迭代接收的性能。该检测器包括一个软均衡器和一个信道估计器,其原理类似于软均衡器和软解码器。它采用迭代算法逐块交换外部信息,从而提高了均衡器的性能。通过对算法性能的分析,提出增加半自适应阻尼系数,以保证均衡器和交织器的独立性。结果表明,在MIMO接收系统中,改进算法的性能优于不采用改进的STBC帧结构和不采用GMP信道估计算法的接收系统。
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