计算机工程与应用 ›› 2013, Vol. 49 ›› Issue (12): 172-177.

• 信号处理 • 上一篇    下一篇

结合编码信息的单通道盲信号分离改进算法

杨  勇,张冬玲,彭  华   

  1. 信息工程大学 信息工程学院,郑州 450002
  • 出版日期:2013-06-14 发布日期:2013-06-14

Improved algorithm combined with coded information in single-channel blind signal separation

YANG Yong, ZHANG Dongling, PENG Hua   

  1. Institute of Information Engineering, Information Engineering University, Zhengzhou 450002, China
  • Online:2013-06-14 Published:2013-06-14

摘要: 针对同频调制多路线性混合信号的单通道盲分离,根据自适应跟踪信道参数和逐幸存路径处理原理的思想,在基于LMS跟踪的M-PSP算法框架下,提出了一种能减小计算复杂度的RLS-RPSP算法。该算法利用多路RLS收敛速度快的特点,通过分段设置幸存路径数来保留幸存路径,既能实现对多路信道响应的同步跟踪,又无需对初始响应作任何粗估计。理论分析和仿真结果表明,在具有近似相同的误码率性能情况下,不论非时变或时变信道,新算法相比LMS跟踪下的M-PSP算法,至少能降低一半的运算复杂度。

关键词: 单通道盲分离, 基于M算法的逐幸存路径处理算法(M-PSP), 多路递归最小二乘(RLS), 基于RLS算法的降复杂度PSP算法(RLS-RPSP), 降低复杂度

Abstract: Aiming at the single-channel blind separation of the multi-channel co-frequency modulated linear mixed signal, a new algorithm called RLS-RPSP is proposed which can reduce the computation complexity. The proposed algorithm is according to the idea of adaptive tracking channel, the Per-Survivor Processing(PSP) algorithm, and the framework of M-PSP algorithm based on LMS algorithm. The survivor path can be reserved by piecewise setting the number of survivor path employing the fast convergence of multi-channel RLS algorithm. Therefore, the proposed algorithm not only can synchronously track the multiple channels, but also does not need any estimation of the initial response. The theoretical and simulation results show that, compared with the M-PSP algorithm based on LMS, the proposed algorithm can reduce at least half of the computational complexity when the bit error rates are approximately the same.

Key words: single-channel blind separation, Per-Survivor Processing algorithm based on M algorithm(M-PSP), multi-channel Recursive Least Square(RLS), complexity Reduced PSP algorithm based on RLS algorithm(RLS-RPSP), computation complexity reduction