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
相关论文
共 50 条
  • [31] The universal implementation of Space-Time Adaptive Processing
    Shao, Yin-Bo
    Wang, Yong-Liang
    Dend, Yu
    Li, Qiang
    PROCEEDINGS OF 2006 CIE INTERNATIONAL CONFERENCE ON RADAR, VOLS 1 AND 2, 2006, : 1177 - 1179
  • [32] Performance of multistatic space-time adaptive processing
    Bruyere, Donald
    Goodman, Nathan A.
    2006 IEEE RADAR CONFERENCE, VOLS 1 AND 2, 2006, : 533 - +
  • [33] Compressed space-time adaptive processing (CSTAP)
    Dong, Yunhan
    TENCON 2005 - 2005 IEEE REGION 10 CONFERENCE, VOLS 1-5, 2006, : 1442 - 1446
  • [34] Reconfigurable computing for space-time adaptive processing
    Gupta, ND
    Antonio, JK
    West, JM
    IEEE SYMPOSIUM ON FPGAS FOR CUSTOM COMPUTING MACHINES, PROCEEDINGS, 1998, : 335 - 336
  • [35] Robust space-time adaptive processing (STAP) in non-Gaussian clutter environments
    Tsakalides, P
    Nikias, CL
    IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION, 1999, 146 (02) : 84 - 93
  • [36] Robust blind space-time adaptive processing for measurement error mitigation in GNSS receivers
    He, Yuxin
    Zhuang, Xuebin
    Hou, Yanqing
    Wu, Linghua
    IET COMMUNICATIONS, 2023, 17 (09) : 1021 - 1036
  • [37] Robust Space-Time Adaptive Processing Method for GNSS Receivers in Coherent Signal Environments
    Meng, Zhen
    Shen, Feng
    REMOTE SENSING, 2023, 15 (17)
  • [38] Fast space-time adaptive processing method by using the sparse representation
    Xie, Hu
    Feng, Dazheng
    Yu, Hongbo
    Yuan, Mingdong
    Nie, Weike
    Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2015, 42 (05): : 55 - 62
  • [39] COLORED SYMMETRIES IN SPACE-TIME
    ZVILNA, J
    COMPUTERS & MATHEMATICS WITH APPLICATIONS-PART B, 1986, 12 (3-4): : 895 - 911
  • [40] Time-varying space-time autoregressive filtering algorithm for space-time adaptive processing
    Wu, D.
    Zhu, D.
    Shen, M.
    Zhu, Z.
    IET RADAR SONAR AND NAVIGATION, 2012, 6 (04): : 213 - 221