A Novel DOA Estimation Method for Coherently Distributed Sources Based on Correntropy in the Impulsive Noise

被引:2
|
作者
Cai Ruiyan
Yang Li [1 ]
Qian Yang
机构
[1] Dalian Univ, Coll Informat Engn, Dalian 116622, Peoples R China
基金
中国国家自然科学基金;
关键词
distributed sources; correntropy; Alpha-stable distribution; Direction Of Arrival (DOA) estimation; ALGORITHM; RESOLUTION; LOCALIZATION; PROBABILITY; SIGNALS;
D O I
10.11999/JEIT200325
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To solve the problem of passive wireless monitoring and positioning in complex electromagnetic environments, a generalized auto-correntropy for suppressing the impulsive noise in the array output signals is proposed and its properties are derived. To obtain the estimates of both central Direction Of Arrival (DOA) and angular spread for coherently distributed sources in the impulsive noise, a novel DOA estimation method based on the generalized auto-correntropy is proposed, and its boundedness is proved. To improve the robustness of the proposed algorithm, a new adaptive kernel function, which only depends on the array output signals, is also derived. The simulation results show that the proposed algorithm can obtain the joint estimation for coherently distributed sources under impulsive noise environments, and has higher estimation accuracy and robustness than existing algorithms.
引用
收藏
页码:2600 / 2606
页数:7
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