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Alpha稳定分布噪声环境下类M估计相关的DOA估计新算法
引用本文:张金凤,邱天爽,宋爱民,唐洪,王娜.Alpha稳定分布噪声环境下类M估计相关的DOA估计新算法[J].通信学报,2013,34(5):8-78.
作者姓名:张金凤  邱天爽  宋爱民  唐洪  王娜
作者单位:1. 大连理工大学 电子信息与电气工程学部,辽宁 大连 116024;2. 深圳大学 深圳市现代通信与信息处理重点实验室,广东 深圳 518060
基金项目:国家自然科学基金资助项目(61172108, 61139001, 60902069)
摘    要:提出了一类适用于Alpha稳定分布随机变量的统计量—类M估计相关(MELC),通过构造阵列输出的类M估计相关矩阵,提出了适用于Alpha稳定分布噪声环境下的波达方向(DOA)估计新算法,即MELC-MUSIC算法。仿真实验表明,在Alpha稳定分布噪声环境下,MELC-MUSIC算法在抗噪声特性、多源信号分辨性以及对不同形式信号(圆对称信号或非圆对称信号)的适应性方面获得比基于分数低阶统计量(FLOS)的MUSIC方法更好的估计性能。

关 键 词:M估计  波达方向估计  分数低阶统计量  MUSIC算法

M-estimate like correlation based algorithm for direction of arrival estimation under alpha-stable environments
Jin-feng ZHANG,Tian-shuang QIU,Ai-min SONG,Hong TANG,Na WANG.M-estimate like correlation based algorithm for direction of arrival estimation under alpha-stable environments[J].Journal on Communications,2013,34(5):8-78.
Authors:Jin-feng ZHANG  Tian-shuang QIU  Ai-min SONG  Hong TANG  Na WANG
Affiliation:1. Faculty of Electronic Information and Electrical Engineering,Dalian University of Technology,Dalian 116024,China;2. Shenzhen Key Lab of Advanced Communications and Information Processing,Shenzhen University,Shenzhen 518060,China
Abstract:A novel class of bounded statistics, namely, the M-estimate like correlation (MELC) for independently identical distributed symmetric alpha-stable ( ) random variables was defined. Based on the MELC matrix for the array sensor outputs, a new algorithm for direction of arrival (DOA) estimation in the presence of complex noise was proposed. The comprehensive Monte-Carlo simulation results show that the MELC-MUSIC algorithm not only outperforms the fractional lower order statistics (FLOS) based MUSIC algorithms under low SNR conditions and multi-source signals environment, but also is robust with circular and noncircular signals.
Keywords:M-estimate  direction of arrival estimation  fractional lower order statistics  MUSIC algorithm
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