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