Broadband DOA Estimation and Blind Source Separation Based on EM Algorithm

XIONG Kun-lai; LIU Zhang-meng; LIU Zheng; JIANG Wen-li; WANG Hua-xing

doi:10.3969/j.issn.0372-2112.2015.10.022

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Broadband DOA Estimation and Blind Source Separation Based on EM Algorithm

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- Broadband DOA Estimation and Blind Source Separation Based on EM Algorithm
- Acta Electronica Sinica Vol. 43, Issue 10, Pages: 2028-2033(2015)
- 作者机构：
  
  1. 国防科技大学电子科学与工程学院,湖南,长沙,410073
  2. 解放军61541部队,北京,100094
  3. 国防科技大学电子科学与工程学院,湖南,长沙,410073
  4. 解放军61541部队,北京,100094
- 作者简介：
- 基金信息：
  
  National Natural Science Foundation of China (No.61302141)
- DOI：10.3969/j.issn.0372-2112.2015.10.022
  CLC： TN971
- Published：2015
- 稿件说明：
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XIONG Kun-lai, LIU Zhang-meng, LIU Zheng, et al. Broadband DOA Estimation and Blind Source Separation Based on EM Algorithm[J]. Acta Electronica Sinica, 2015, 43(10): 2028-2033.
DOI：

XIONG Kun-lai, LIU Zhang-meng, LIU Zheng, et al. Broadband DOA Estimation and Blind Source Separation Based on EM Algorithm[J]. Acta Electronica Sinica, 2015, 43(10): 2028-2033. DOI： 10.3969/j.issn.0372-2112.2015.10.022.

摘要

本文提出了一种基于EM算法的宽带信号DOA估计与盲分离方法.首先将宽带混合信号转换到频域

然后综合利用带宽内所有频点信息建立似然函数

在此基础上推导出宽带条件下的EM迭代式

从而实现宽带信号DOA及波形的联合估计.并且本文通过分析EM算法的收敛性

自适应的设定角度搜索空间

提高了算法的运算效率.与传统方法相比

本文方法运用的有效信息更多

因此

其在DOA估计精度及波形恢复性能方面都更有优势.仿真实验表明了该算法的有效性.

Abstract

Based on the expectation-maximization (EM) algorithm

a new method for broadband direction of arrival (DOA) estimation and blind source separation is presented in this paper.First

we establish a likelihood function in the frequency domain by jointly using all frequencies information.Then

based on this function

the E-step and M-step in the frame of broadband EM algorithm are derived.Finally

we jointly estimate DOAs and sources through EM iteration compute.Moreover

through analyses the convergence of EM algorithm

we set adapted angle search space for DOA estimation

which reduce the computations of our algorithm.Compare to the traditional method

more effective information are applied in our algorithm.Therefore

the proposed algorithm has more advantages for DOA estimation and source separation.Simulation results demonstrate our algorithm is effective.

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