A fast CUM-m-Capon Algorithm for DOA Estimation Based on Fourth-order Cumulant

被引:1
作者
Chao, Kaikai [1 ]
Zhang, Xinyu [1 ]
Huo, Kai [1 ]
Jiang, Weidong [1 ]
机构
[1] Natl Univ Def Technol, Changsha, Hunan, Peoples R China
来源
THIRD INTERNATIONAL WORKSHOP ON PATTERN RECOGNITION | 2018年 / 10828卷
基金
美国国家科学基金会;
关键词
MIMO Radar; fourth-order cumulant; High resolution; Matrix dimension reduction technique; Very low SNR; MIMO RADAR;
D O I
10.1117/12.2501766
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The problem of super-resolution DOA estimation in very low SNR has attracted much interest for decades. In this paper we proposed a fast DOA estimation algorithm based on fourth-order cumulant for MIMO system radar. Combining with the average matrix dimension reduction technique the proposed CUM-m-Capon DOA estimation algorithm can achieve improved performance of DOA estimation From Matlab simulation result, we can see that the proposed algorithm has a high resolution at low SNR. After adopting the average dimension reduction technique, the complexity of the algorithm is lower. The test using measured data shows that the proposed method could achieve better accuracy and robustness.
引用
收藏
页数:8
相关论文
共 15 条
[1]  
Barabell A. J., 1983, Proceedings of ICASSP 83. IEEE International Conference on Acoustics, Speech and Signal Processing, P336
[2]  
Dou HJ, 2015, PROCEEDINGS OF 2015 4TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2015), P1137, DOI 10.1109/ICCSNT.2015.7490935
[3]  
Gao C, 2017, REG 10 C, P909
[4]  
Jeon H, 2018, J ELECT ENG TECHNOLO
[5]  
Li J., 2009, MIMO Radar Signal Processing
[6]   Simplified High-Order DOA and Range Estimation With Linear Antenna Array [J].
Li, Jianzhong ;
Wang, Yide ;
Le Bastard, Cedric ;
Wei, Gang ;
Ma, Biyun ;
Sun, Meng ;
Yu, Zhiwen .
IEEE COMMUNICATIONS LETTERS, 2017, 21 (01) :76-79
[7]  
Liu J, 2016, 4 ORDER CUMULANTS BA
[8]  
Tuncer TE, 2009, CLASSICAL AND MODERN DIRECTION-OF-ARRIVAL ESTIMATION, P125, DOI 10.1016/B978-0-12-374524-8.00002-7
[9]  
Weber R. J., 2009, 2009 IEEE ANT PROP S, P1, DOI DOI 10.1109/APS.2009.5171460
[10]   Multi-way Compressive Sensing Based 2D DOA Estimation Algorithm for Monostatic MIMO Radar with Arbitrary Arrays [J].
Wen, Fang-Qing ;
Zhang, Gong .
WIRELESS PERSONAL COMMUNICATIONS, 2015, 85 (04) :2393-2406