DOA Estimation for Underwater Wideband Weak Targets Based on Coherent Signal Subspace and Compressed Sensing

被引:32
|
作者
Li, Jun [1 ,2 ]
Lin, Qiu-hua [1 ]
Kang, Chun-yu [2 ]
Wang, Kai [3 ]
Yang, Xiu-ting [2 ]
机构
[1] Dalian Univ Technol, Fac Elect Informat & Elect Engn, Sch Informat & Commun Engn, Dalian 116024, Peoples R China
[2] Dalian Naval Acad, Dept Underwater Weaponry & Chem Def, Dalian 116018, Peoples R China
[3] Dalian Neusoft Univ Informat, Dept Comp Sci & Technol, Dalian 116023, Peoples R China
来源
SENSORS | 2018年 / 18卷 / 03期
基金
中国国家自然科学基金;
关键词
direction of arrival estimation; underwater acoustics; compressed sensing; reconstruction algorithm; wideband; ROBUST CAPON BEAMFORMER; ARRAY; ARRIVAL; MUSIC;
D O I
10.3390/s18030902
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Direction of arrival (DOA) estimation is the basis for underwater target localization and tracking using towed line array sonar devices. A method of DOA estimation for underwater wideband weak targets based on coherent signal subspace (CSS) processing and compressed sensing (CS) theory is proposed. Under the CSS processing framework, wideband frequency focusing is accompanied by a two-sided correlation transformation, allowing the DOA of underwater wideband targets to be estimated based on the spatial sparsity of the targets and the compressed sensing reconstruction algorithm. Through analysis and processing of simulation data and marine trial data, it is shown that this method can accomplish the DOA estimation of underwater wideband weak targets. Results also show that this method can considerably improve the spatial spectrum of weak target signals, enhancing the ability to detect them. It can solve the problems of low directional resolution and unreliable weak-target detection in traditional beamforming technology. Compared with the conventional minimum variance distortionless response beamformers (MVDR), this method has many advantages, such as higher directional resolution, wider detection range, fewer required snapshots and more accurate detection for weak targets.
引用
收藏
页数:19
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