Synthetic Aperture Radar Autofocus via Semidefinite Relaxation

被引:24
|
作者
Liu, Kuang-Hung [1 ]
Wiesel, Ami [2 ]
Munson, David C., Jr. [1 ]
机构
[1] Univ Michigan, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USA
[2] Hebrew Univ Jerusalem, IL-91905 Jerusalem, Israel
关键词
Autofocus; Fourier-domain multichannel autofocus (FMCA); multichannel autofocus (MCA); semidefinite relaxation; synthetic aperture radar (SAR); OPTIMIZATION;
D O I
10.1109/TIP.2013.2249084
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The autofocus problem in synthetic aperture radar imaging amounts to estimating unknown phase errors caused by unknown platform or target motion. At the heart of three state-of-the-art autofocus algorithms, namely, phase gradient autofocus, multichannel autofocus (MCA), and Fourier-domain multichannel autofocus (FMCA), is the solution of a constant modulus quadratic program (CMQP). Currently, these algorithms solve a CMQP by using an eigenvalue relaxation approach. We propose an alternative relaxation approach based on semidefinite programming, which has recently attracted considerable attention in other signal processing problems. Experimental results show that our proposed methods provide promising performance improvements for MCA and FMCA through an increase in computational complexity.
引用
收藏
页码:2317 / 2326
页数:10
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