Robust space-time adaptive processing with colored loading using iterative optimization

被引:8
|
作者
Zhu, Shengqi [1 ]
Liao, Guisheng [1 ]
Xu, Jingwei [1 ]
Gao, Yongchan [1 ]
机构
[1] Xidian Univ, Natl Lab Radar Signal Proc, Xian 710071, Shaanxi, Peoples R China
关键词
Space time adaptive processing (STAP); Diagonal loading; Robust beamforming; Colored loading; Limited supported samples; PERFORMANCE;
D O I
10.1016/j.dsp.2014.08.009
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
The performance of space-time adaptive processing (STAP) may degrade dramatically if some undesired mismatches exist in real scenarios, such as array calibration error, distorted antenna shape, direction of arrival (DOA) and Doppler frequency mismatches between the actual and presumed responses to the desired target signal, insufficient training data samples and so on. In this paper, we develop a new approach to STAP that is robust to different variations in real scenarios. This method is based on the iterative optimization for the spatial-temporal separate filter. It is confirmed that this method belongs to the class of colored loading algorithms. The loading factor can be efficiently calculated based on the known level of the uncertainty mismatch sets of spatial temporal steering vectors. Computer simulations demonstrate that the proposed robust two-dimensional (2-D) beamformer with colored loading has attained better performance as compared to the conventional STAP algorithm. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:14 / 20
页数:7
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