个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:生物医学工程学院
学科:生物医学工程. 信号与信息处理
办公地点:大连理工大学电信学部
联系方式:tanghong@dlut.edu.cn
电子邮箱:tanghong@dlut.edu.cn
A novel correntropy based DOA estimation algorithm in impulsive noise environments
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论文类型:期刊论文
发表时间:2014-11-01
发表刊物:SIGNAL PROCESSING
收录刊物:SCIE、EI、Scopus
卷号:104
页面范围:346-357
ISSN号:0165-1684
关键字:Correntropy; Direction of arrival; Fractional lower order statistics; Impulsive noise; Symmetric alpha-stable process
摘要:The Direction of Arrival (DOA) estimation under impulsive noise environments remains open in the field of array signal processing. Inspired by the advantage of correntropy which exhibits a 'robust statistics' property, this paper proposes a new operator, namely, the correntropy based correlation (CRCO), for independent and identically distributed (i.i.d) symmetric alpha-stable (SaS) random variables. We define the CRCO based matrix for the array sensor outputs and show that it can be applied with MUSIC to estimating DOAs in the presence of complex symmetric alpha-stable noise. The comprehensive Monte-Carlo simulation results demonstrate that CRCO-MUSIC outperforms the existing fractional lower order statistics (FLOS) based MUSIC algorithms especially in highly impulsive noise environments. (C) 2014 Elsevier B.V. All rights reserved.