Range-Angle Decoupling and Estimation for FDA-MIMO Radar via Atomic Norm Minimization and Accelerated Proximal Gradient

被引:43
|
作者
Tang, Wen-Gen [1 ]
Jiang, Hong [1 ]
Zhang, Qi [1 ]
机构
[1] Jilin Univ, Coll Commun Engn, Changchun 130012, Peoples R China
基金
中国国家自然科学基金;
关键词
Atomic norm minimization (ANM); accelerated proximal gradient (APG); frequency diverse array (FDA); multiple-input multiple-output (MIMO) radar; range and angle estimation;
D O I
10.1109/LSP.2020.2972470
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
Frequency diverse array multiple-input multiple-output (FDA-MIMO) radar can offer the capability of range-angle-dependent beampattern and enjoy the advantage of effectively resolving the targets closely spaced in the same angle cell but different range cells. However, traditional subspace methods for range-angle estimation fail to efficiently work in a limited number of snapshots and coherent targets. In addition, the coupling between range and angle may lead to the degradation of estimation accuracy with ambiguity problem. In this letter, a gridless compressed sensing-based algorithm is proposed to joint estimate range-angle for FDA-MIMO radar. First, a decoupling model is presented to separate the range and angle from each other. Then, a 2D atomic norm minimization (ANM) problem for range-angle estimation is formulated and transformed into a semi-definite programming (SDP) problem with convex relaxation. Finally, a computationally efficient estimation algorithm via accelerated proximal gradient (APG) is developed to solve the SDP problem. Numerical simulations are conducted to illustrate the superior performance of the proposed algorithm.
引用
收藏
页码:366 / 370
页数:5
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