An Efficient Graph-Based Algorithm for Time-Varying Narrowband Interference Suppression on SAR System

被引:41
作者
Huang, Yan [1 ,2 ]
Zhang, Lei [3 ]
Yang, Xi [4 ]
Chen, Zhanye [5 ,6 ]
Liu, Jun [7 ]
Li, Jie [8 ,9 ]
Hong, Wei [1 ,2 ]
机构
[1] Southeast Univ, State Key Lab Millimeter Waves, Sch Informat Sci & Engn, Nanjing 210096, Peoples R China
[2] Purple Mt Lab, Nanjing 211100, Peoples R China
[3] Sun Yat Sen Univ, Sch Elect & Commun Engn, Guangzhou 510275, Peoples R China
[4] Xidian Univ, State Key Lab Integrated Serv Networks, Sch Telecommun Engn, Xian 710071, Peoples R China
[5] Chongqing Univ, Sch Microelect & Commun Engn, Chongqing 400044, Peoples R China
[6] Chongqing Univ, Chongqing Key Lab Space Informat Network & Intell, Chongqing 400044, Peoples R China
[7] PLA, 63768 Unit, Xian 710600, Peoples R China
[8] Nanjing Univ Aeronaut & Astronaut, Coll Elect & Informat Engn, Nanjing 210016, Peoples R China
[9] Minist Ind & Informat Technol, Key Lab Dynam Cognit Syst Electromagnet Spectrum, Nanjing 211106, Peoples R China
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2021年 / 59卷 / 10期
基金
中国国家自然科学基金;
关键词
Graph-based algorithm; matrix factorization; synthetic aperture radar (SAR); time-varying narrowband interference (NBI) suppression; RFI SUPPRESSION; MODEL;
D O I
10.1109/TGRS.2021.3051192
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Synthetic aperture radar (SAR) as a wideband radar system is subject to complicated interferences, such as radio frequency interference or other narrowband interferences (NBIs). In order to suppress the NBI, voluminous literature focused on its signal models and characteristics, such as the sinusoidal model and relatively constant frequencies. However, in practice, the interference environment is commonly complicated. It is hard to model the interferences accurately and mitigate them clearly in an easy way, especially for the time-varying interferences. In this article, a novel graph-based algorithm is proposed to mitigate the time-varying NBIs by using graph theory, which constructs the connections between different azimuth samples of NBIs. As a result, the locally time-varying interferences can be clustered in a nonlinear low-dimensional manifold and effectively removed by the proposed algorithm. In addition, the case of the globally time-varying interference is also analyzed in detail with strict derivations to demonstrate its low-rank property. Furthermore, the matrix factorization scheme is introduced to improve the efficiency of the proposed algorithm, and the closed-form solutions are derived for each iteration. The real SAR data with measured NBIs are provided to demonstrate the effectiveness and efficiency of the proposed algorithm.
引用
收藏
页码:8418 / 8432
页数:15
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