A code-assisted carrier synchronization algorithm based on Expectation-Maximum algorithm

Jia-Nan Sun
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引用次数: 0

Abstract

The performance of the LDPC decoder suffers from deterioration when receiving a signal with residual carrier bias. To address this problem, a carrier synchronization algorithm assisted by LDPC code is proposed. The proposed algorithms include rough carrier estimation and carrier fine estimation based on Expectation-Maximum (EM) algorithm. To reduce the problem of high resource consumption, a cost function that is only related to residual frequency bias is proposed in this article. An iterative carrier fine estimation algorithm using posteriori probability obtained by the LDPC decoder is proposed based on EM algorithm, and the analytic solution of the algorithm is derived in this article. The simulation results validated that the proposed algorithm has a large estimation range, and realizes effective carrier synchronization at a low signal-to-noise ratio (SNR).
基于期望最大值算法的码助载波同步算法
LDPC解码器在接收到带有残余载波偏置的信号时,性能会下降。为了解决这一问题,提出了一种LDPC码辅助载波同步算法。提出的算法包括粗糙载波估计和基于期望最大值(EM)算法的载波精细估计。为了减少高资源消耗的问题,本文提出了一个仅与剩余频率偏差相关的成本函数。在EM算法的基础上,提出了一种利用LDPC解码器得到的后验概率进行载波精细估计的迭代算法,并推导了该算法的解析解。仿真结果验证了该算法具有较大的估计范围,在较低的信噪比下实现了有效的载波同步。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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