A Robust Direction of Arrival Estimation Method for Coherently Distributed Sources in an Impulsive Noise Environment

被引:6
|
作者
Liu, Yapeng [1 ]
Gao, Hongyuan [1 ]
Chen, Menghan [1 ]
Jakobsson, Andreas [2 ]
Cheng, Jianhua [3 ]
机构
[1] Harbin Engn Univ, Coll Informat & Commun Engn, Harbin 150001, Peoples R China
[2] Lund Univ, Ctr Math Sci Math Stat, S-22100 Lund, Sweden
[3] Harbin Engn Univ, Coll Intelligent Syst Sci & Engn, Harbin 150001, Peoples R China
基金
中国国家自然科学基金;
关键词
Coherently distributed (CD) sources; Cramer-Rao bound (CRB); direction of arrival (DOA) estimation; impulsive noise; multimodal optimization; DOA ESTIMATION; MUSIC ALGORITHM; LOCALIZATION; OPTIMIZATION;
D O I
10.1109/JSEN.2023.3275145
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
In this work, a computationally efficient evolutionary algorithm is proposed for estimating the direction of arrival (DOA) of coherently distributed (CD) sources corrupted by additive impulsive noise. The typical method, such as distributed signal parameter estimation (DSPE) method, requires a 2-D spectral peak search and cannot allow for coherent signals. The proposed method in this article uses an infinite norm (IN) normalization combined with the maximum likelihood (ML) criteria. The resulting cost function is solved using the introduced multimodal quantum-inspired benchmarking algorithm (MQBA), which obviously reduces the computational complexity without grid errors. The Cramer-Rao bound (CRB) for the considered DOA estimation problem is also derived. Finally, numerical simulations are conducted to show that our algorithm can perform superior robustness and allow for coherent signals without any additional process compared with alternative approaches for the considered scenarios. In addition, the proposed scheme can be popularized to address other DOA estimation problems and promote the development of DOA estimation.
引用
收藏
页码:14375 / 14387
页数:13
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