Robust DOA Estimation for Sources with Known Waveforms in Impulsive Noise Environments

被引:2
作者
Dong, Yang-Yang [1 ]
Dong, Chun-Xi [1 ]
Wu, Zhong-Guo [2 ]
Cai, Jingjing [1 ]
Chen, Hua [3 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
[2] Luoyang Elect Equipment Test Ctr China, Luoyang 471003, Peoples R China
[3] Ningbo Univ, Fac Informat Sci & Engn, Ningbo 315211, Peoples R China
来源
2020 IEEE 11TH SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING WORKSHOP (SAM) | 2020年
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Direction of arrival estimation; known waveform; impulsive noise; majorization-minimization; ANGLE ESTIMATION; SIGNALS; ALGORITHM;
D O I
10.1109/sam48682.2020.9104251
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
Conventional direction of arrival (DOA) estimation methods for known waveform sources have often assumed the noise being Gaussian distribution. However, the impulsive noise are frequently encountered in practice, which may severely degrade their estimation performance. To deal with this problem, we firstly construct a hybrid cost function to obtain the matrix related to unknown DOAs and complex amplitudes in the presence of impulsive noise. Then, by incorporating the majorization-minimization (MM) framework, the cost function is optimized iteratively. Finally, the DOAs and complex amplitudes are estimated via using the inherent relationship of the matrix calculated from the MM step. As demonstrated by simulation results, for strongly impulsive noise, the proposed method has a better estimation performance than many existing methods. Moreover, it can handle both weakly and strongly impulsive cases effectively.
引用
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页数:5
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