Robust Two-Dimensional Spatial-Variant Map-Drift Algorithm for UAV SAR Autofocusing

Autofocus has attracted wide attention for unmanned aerial vehicle (UAV) synthetic aperture radar (SAR) systems, because autofocus process is crucial and difficult when the phase error is spatially dependent on both range and azimuth directions. In this paper, a novel two-dimensional spatial-variant map-drift algorithm (2D-SVMDA) is developed to provide robust autofocusing performance for UAV SAR imagery. This proposed algorithm combines two enhanced map-drift kernels. On the one hand, based on the azimuth-dependent phase correction, a novel azimuth-variant map-drift algorithm (AVMDA) is established to model the residual phase error as a linear function in the azimuth direction. Then the model coefficients are efficiently estimated by a quadratic Newton optimization with modified maximum cross-correlation. On the other hand, by concatenating the existing range-dependent map-drift algorithm (RDMDA) and the proposed AVMDA in this paper, a phase autofocus procedure of 2D-SVMDA is finally established. The proposed 2D-SVMDA can handle spatial-variance problems induced by strong phase errors. Simulated and real measured data are employed to demonstrate that the proposed algorithm compensates both the rangeand azimuth-variant phase errors effectively.

[1]  Hui Lin,et al.  A new scheme for urban impervious surface classification from SAR images , 2018 .

[2]  Jianyu Yang,et al.  An azimuth-variant autofocus scheme of bistatic forward-looking synthetic aperture radar , 2016, 2016 IEEE Radar Conference (RadarConf).

[3]  Linrang Zhang,et al.  Focusing High-Resolution Highly-Squinted Airborne SAR Data with Maneuvers , 2018, Remote. Sens..

[4]  Mengdao Xing,et al.  Robust Autofocusing Approach for Highly Squinted SAR Imagery Using the Extended Wavenumber Algorithm , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[5]  Gianfranco Fornaro,et al.  Azimuth-to-Frequency Mapping in Airborne SAR Data Corrupted by Uncompensated Motion Errors , 2013, IEEE Geoscience and Remote Sensing Letters.

[6]  L. Armijo Minimization of functions having Lipschitz continuous first partial derivatives. , 1966 .

[7]  Mandy Eberhart,et al.  Spotlight Synthetic Aperture Radar Signal Processing Algorithms , 2016 .

[8]  M. Edrich Ultra-lightweight synthetic aperture radar based on a 35 GHz FMCW sensor concept and online raw data transmission , 2006 .

[9]  Timothy M. Marston,et al.  Semiparametric Statistical Stripmap Synthetic Aperture Autofocusing , 2015, IEEE Transactions on Geoscience and Remote Sensing.

[10]  Krzysztof S. Kulpa,et al.  Coherent MapDrift Technique , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[11]  Minh N. Do,et al.  SAR Image Autofocus By Sharpness Optimization: A Theoretical Study , 2007, IEEE Transactions on Image Processing.

[12]  Teng Long,et al.  An improved motion compensation method for high resolution UAV SAR imaging , 2014, Science China Information Sciences.

[13]  Giorgio Franceschetti,et al.  On center-beam approximation in SAR motion compensation , 2006, IEEE Geoscience and Remote Sensing Letters.

[14]  Mengdao Xing,et al.  Motion Compensation for UAV SAR Based on Raw Radar Data , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[15]  Lars M. H. Ulander,et al.  An Efficient Solution to the Factorized Geometrical Autofocus Problem , 2016, IEEE Transactions on Geoscience and Remote Sensing.

[16]  Gang Li,et al.  Motion Compensation for Airborne SAR via Parametric Sparse Representation , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[17]  Yang Gao,et al.  Sharpness-Based Autofocusing for Stripmap SAR Using an Adaptive-Order Polynomial Model , 2014, IEEE Geoscience and Remote Sensing Letters.

[18]  Weidong Yu,et al.  Autofocus algorithm for SAR imagery based on sharpness optimisation , 2014 .

[19]  Lei Zhang,et al.  Azimuth Motion Compensation With Improved Subaperture Algorithm for Airborne SAR Imaging , 2017, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[20]  Ian G. Cumming,et al.  Digital Processing of Synthetic Aperture Radar Data: Algorithms and Implementation , 2005 .

[21]  M.P. Hayes,et al.  Motion-Compensation Improvement for Widebeam, Multiple-Receiver SAS Systems , 2009, IEEE Journal of Oceanic Engineering.

[22]  S. Quegan Spotlight Synthetic Aperture Radar: Signal Processing Algorithms. , 1997 .

[23]  Jordi J. Mallorquí,et al.  Topography-dependent motion compensation for repeat-pass interferometric SAR systems , 2005, IEEE Geoscience and Remote Sensing Letters.

[24]  Lei Yang,et al.  A Robust Motion Compensation Approach for UAV SAR Imagery , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[25]  Mengdao Xing,et al.  Minimum-Entropy-Based Autofocus Algorithm for SAR Data Using Chebyshev Approximation and Method of Series Reversion, and Its Implementation in a Data Processor , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[26]  Mengdao Xing,et al.  The Space-Variant Phase-Error Matching Map-Drift Algorithm for Highly Squinted SAR , 2013, IEEE Geoscience and Remote Sensing Letters.

[27]  Biswajeet Pradhan,et al.  Quantitative Assessment for Detection and Monitoring of Coastline Dynamics with Temporal RADARSAT Images , 2018, Remote. Sens..

[28]  Charles V. Jakowatz,et al.  Phase gradient autofocus-a robust tool for high resolution SAR phase correction , 1994 .

[29]  Guoan Bi,et al.  Quasi-Polar-Based FFBP Algorithm for Miniature UAV SAR Imaging Without Navigational Data , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[30]  David G. Long,et al.  Extending the phase gradient autofocus algorithm for low-altitude stripmap mode SAR , 1999, IEEE 1999 International Geoscience and Remote Sensing Symposium. IGARSS'99 (Cat. No.99CH36293).

[31]  Feng He,et al.  A Compensation Method for Airborne SAR with Varying Accelerated Motion Error , 2018, Remote. Sens..

[32]  Jie Li,et al.  GMTI and Parameter Estimation via Time-Doppler Chirp-Varying Approach for Single-Channel Airborne SAR System , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[33]  刘畅,et al.  A Robust Motion Error Estimation Method Based on Raw Data , 2013 .

[34]  Zheng Bao,et al.  Wavenumber-Domain Autofocusing for Highly Squinted UAV SAR Imagery , 2012, IEEE Sensors Journal.

[35]  O. O. Bezvesilniy,et al.  Estimation of phase errors in SAR data by Local-Quadratic map-drift autofocus , 2012, 2012 13th International Radar Symposium.

[36]  Anna Wendleder,et al.  Impacts of Climate and Supraglacial Lakes on the Surface Velocity of Baltoro Glacier from 1992 to 2017 , 2018, Remote. Sens..

[37]  Yachao Li,et al.  An Azimuth-Dependent Phase Gradient Autofocus (APGA) Algorithm for Airborne/Stationary BiSAR Imagery , 2013, IEEE Geoscience and Remote Sensing Letters.

[38]  Josef Mittermayer,et al.  Sub-aperture algorithm for motion compensation improvement in wide-beam SAR data processing , 2001 .

[39]  Joshua N. Ash,et al.  An Autofocus Method for Backprojection Imagery in Synthetic Aperture Radar , 2012, IEEE Geoscience and Remote Sensing Letters.

[40]  Wen-Qin Wang,et al.  Waveform-Diversity-Based Millimeter-Wave UAV SAR Remote Sensing , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[41]  Lei Zhang,et al.  Precise aperture-dependent motion compensation for high-resolution synthetic aperture radar imaging , 2017 .

[42]  Carole E. Nahum,et al.  Multiscale Local Map-Drift-Driven Multilateration SAR Autofocus Using Fast Polar Format Image Synthesis , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[43]  Jordi J. Mallorquí,et al.  Comparison of Topography- and Aperture-Dependent Motion Compensation Algorithms for Airborne SAR , 2007, IEEE Geoscience and Remote Sensing Letters.

[44]  Guangyong Wang,et al.  Range-Dependent Map-Drift Algorithm for Focusing UAV SAR Imagery , 2016, IEEE Geoscience and Remote Sensing Letters.

[45]  Xiang-Gen Xia,et al.  Discrete chirp-Fourier transform and its application to chirp rate estimation , 2000, IEEE Trans. Signal Process..

[46]  Tao Li,et al.  Extension of Map-Drift Algorithm for Highly Squinted SAR Autofocus , 2017, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[47]  Xinhua Mao,et al.  Multi-Subaperture PGA for SAR Autofocusing , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[48]  Rolf Scheiber,et al.  Precise topography- and aperture-dependent motion compensation for airborne SAR , 2005, IEEE Geoscience and Remote Sensing Letters.

[49]  Lars M. H. Ulander,et al.  Synthetic-aperture radar processing using fast factorized back-projection , 2003 .