On Efficient Maximum Likelihood Algorithm for Clutter Suppression

被引:1
|
作者
Zhang, Xinying [1 ]
Wang, Tong [1 ]
Wang, Degen [1 ]
机构
[1] Xidian Univ, Natl Key Lab Radar Signal Proc, Xian 710071, Peoples R China
基金
国家重点研发计划;
关键词
Maximum likelihood (ML); majorization-minimization (MM); space-time adaptive processing (STAP); off-grid;
D O I
10.1109/LSP.2024.3399631
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
Nonside-looking mode for airborne radar system is important to detect targets. However, the nonlinear distribution of clutter results traditional space-time adaptive processing (STAP) performance degradation. To address the off-grid effect, an effective STAP algorithm is proposed. We first formulate the block-Toeplitz structured clutter covariance matrix (CCM) recovery problem using the stochastic maximum likelihood (ML) criterion. Then, we employ the majorization-minimization (MM) frame to solve the non-convex ML optimization problem. Finally, extensive simulation results evidence the performance of our method.
引用
收藏
页码:1399 / 1403
页数:5
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