A Review of Synthetic-Aperture Radar Image Formation Algorithms and Implementations: A Computational Perspective

被引:46
作者
Cruz, Helena [1 ,2 ]
Vestias, Mario [1 ,3 ]
Monteiro, Jose [1 ,2 ]
Neto, Horacio [1 ,2 ]
Duarte, Rui Policarpo [1 ,4 ]
机构
[1] INESC ID, P-1000029 Lisbon, Portugal
[2] Univ Lisbon, Inst Super Tecn, P-1049001 Lisbon, Portugal
[3] Inst Politecn Lisboa, Inst Super Engn Lisboa, P-1959007 Lisbon, Portugal
[4] Celestia Portugal, P-1749016 Lisbon, Portugal
关键词
synthetic-aperture radar; SAR algorithms; SAR systems; FPGA implementations; GPU implementations; many-core implementations; CHIRP SCALING ALGORITHMS; RANGE-DOPPLER;
D O I
10.3390/rs14051258
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Designing synthetic-aperture radar image formation systems can be challenging due to the numerous options of algorithms and devices that can be used. There are many SAR image formation algorithms, such as backprojection, matched-filter, polar format, Range-Doppler and chirp scaling algorithms. Each algorithm presents its own advantages and disadvantages considering efficiency and image quality; thus, we aim to introduce some of the most common SAR image formation algorithms and compare them based on these two aspects. Depending on the requisites of each individual system and implementation, there are many device options to choose from, for instance, FPGAs, GPUs, CPUs, many-core CPUs, and microcontrollers. We present a review of the state of the art of SAR imaging systems implementations. We also compare such implementations in terms of power consumption, execution time, and image quality for the different algorithms used.
引用
收藏
页数:30
相关论文
共 49 条
[1]  
[Anonymous], 2013, PERFECT (Power Efficiency Revolution For Embedded Computing Technologies) Benchmark Suite Manual
[2]   Cost-Sensitive FPGA Implementation of SAR Range-Doppler Algorithm [J].
Araujo, Gustavo Farhat ;
d'Amore, Roberto ;
Fernandes, David .
IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2018, 33 (09) :54-68
[3]   DEVELOPMENTS IN RADAR IMAGING [J].
AUSHERMAN, DA ;
KOZMA, A ;
WALKER, JL ;
JONES, HM ;
POGGIO, EC .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1984, 20 (04) :363-400
[4]   A COMPARISON OF RANGE-DOPPLER AND WAVE-NUMBER DOMAIN SAR FOCUSING ALGORITHMS [J].
BAMLER, R .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1992, 30 (04) :706-713
[5]  
Bamler R., 1991, P IGARSS 91 REM SENS, V2, P1005, DOI [10.1109/igarss.1991.580289, DOI 10.1109/IGARSS.1991.580289]
[6]   A challenge problem for 2D/3D imaging of targets from a volumetric data set in an urban environment [J].
Casteel, Curtis H., Jr. ;
Gorham, LeRoy A. ;
Minardi, Michael J. ;
Scarborough, Steven M. ;
Naidu, Kiranmai D. ;
Majumder, Uttam K. .
ALGORITHMS FOR SYNTHETIC APERTURE RADAR IMAGERY XIV, 2007, 6568
[7]  
Cholewa F, 2014, 2014 INTERNATIONAL RADAR CONFERENCE (RADAR)
[8]   Parallel Backprojection: A Case Study in High-Performance Reconfigurable Computing [J].
Cordes, Ben ;
Leeser, Miriam .
EURASIP JOURNAL ON EMBEDDED SYSTEMS, 2009, (01)
[9]  
Cumming I. G., 2005, ARTECH REM
[10]   Polar format algorithm for SAR imaging with Matlab [J].
Deming, Ross ;
Best, Matthew ;
Farrell, Sean .
ALGORITHMS FOR SYNTHETIC APERTURE RADAR IMAGERY XXI, 2014, 9093