A PARTIALLY-RELAXED ROBUST DOA ESTIMATOR UNDER NON-GAUSSIAN LOW-RANK INTERFERENCE AND NOISE

被引:2
|
作者
Minh Trinh-Hoang [1 ]
El Korso, Mohammed Nabil [2 ]
Pesavento, Marius [1 ]
机构
[1] Tech Univ Darmstadt, Commun Syst Grp, Darmstadt, Germany
[2] Paris Nanterre Univ, Lab Energet Mech & Electromagnetism, Paris, France
关键词
DOA Estimation; EM Algorithm; Robust Estimation; Partial Relaxation; MAXIMUM-LIKELIHOOD; PERFORMANCE; EM;
D O I
10.1109/ICASSP39728.2021.9413951
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In practical applications, non-Gaussianity of the signal at the sensor array is detrimental to the performance of conventional Direction-of-Arrival (DOA) estimators developed under the Gaussian model. In this paper, we propose a novel robust DOA estimator from the data collected at the sensor array under the corruption of non-Gaussian interference and noise. Additionally, the Cramer-Rao bound for DOA parameters under the considered signal model is derived. Simulation results show that the proposed estimator exhibits near-optimal estimation performance under the assumed model while being robust to model mismatch and/or the presence of outliers.
引用
收藏
页码:4365 / 4369
页数:5
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