DocumentCode :
71574
Title :
Synthetic Aperture Radar Autofocus via Semidefinite Relaxation
Author :
Kuang-Hung Liu ; Wiesel, Ami ; Munson, D.C.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Univ. of Michigan, Ann Arbor, MI, USA
Volume :
22
Issue :
6
fYear :
2013
fDate :
Jun-13
Firstpage :
2317
Lastpage :
2326
Abstract :
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.
Keywords :
computational complexity; eigenvalues and eigenfunctions; gradient methods; phase estimation; quadratic programming; radar imaging; relaxation theory; signal processing; synthetic aperture radar; CMQP; FMCA; Fourier-domain multichannel autofocus algorithm; MCA; computational complexity; constant modulus quadratic program algorithm; eigenvalue relaxation approach; multichannel autofocus algorithm; phase error estimation; phase gradient autofocus algorithm; semidefinite programming; semidefinite relaxation; signal processing problem; synthetic aperture radar autofocus imaging; Electronics packaging; Image reconstruction; Interpolation; Signal processing algorithms; Synthetic aperture radar; Vectors; Autofocus; Fourier-domain multichannel autofocus (FMCA); multichannel autofocus (MCA); semidefinite relaxation; synthetic aperture radar (SAR);
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/TIP.2013.2249084
Filename :
6471225
Link To Document :
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