3D Imaging Algorithm for Down-Looking MIMO Array SAR Based on Bayesian Compressive Sensing

Down-looking MIMO array SAR can reconstruct 3D images of the observed area in the inferior of the platform of the SAR and has wide application prospects. In this paper, a new strategy based on Bayesian compressive sensing theory is proposed for down-looking MIMO array SAR imaging, which transforms the cross-track imaging process of down-looking MIMO array SAR into the problem of sparse signal reconstruction from noisy measurements. Due to account for additive noise encountered in the measurement process, high quality image can be achieved. Simulation results indicate that the proposed method can provide better resolution and lower sidelobes compared to the conventional method.

[1]  Lawrence Carin,et al.  Bayesian Compressive Sensing , 2008, IEEE Transactions on Signal Processing.

[2]  Yanping Wang,et al.  A Three-Dimensional Range Migration Algorithm for Downward-Looking 3D-SAR with Single-Transmitting and Multiple-Receiving Linear Array Antennas , 2010, EURASIP J. Adv. Signal Process..

[3]  Ruliang Yang,et al.  A New Three-Dimensional Imaging Algorithm for Airborne Forward-Looking SAR , 2011, IEEE Geoscience and Remote Sensing Letters.

[4]  Thomas Strohmer,et al.  High-Resolution Radar via Compressed Sensing , 2008, IEEE Transactions on Signal Processing.

[5]  Jens Klare Digital Beamforming for a 3D MIMO SAR - Improvements through Frequency and Waveform Diversity , 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

[6]  Wen-Qin Wang,et al.  MIMO SAR imaging: Potential and challenges , 2013, IEEE Aerospace and Electronic Systems Magazine.

[7]  Xinzheng Zhang,et al.  SAR TARGET CLASSIFICATION USING BAYESIAN COMPRESSIVE SENSING WITH SCATTERING CENTERS FEATURES , 2013 .

[8]  Y. Pi,et al.  Bayesian compressive sensing in synthetic aperture radar imaging , 2012 .

[9]  Yachao Li,et al.  High-Resolution ISAR Imaging With Sparse Stepped-Frequency Waveforms , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[10]  Aggelos K. Katsaggelos,et al.  Bayesian Compressive Sensing Using Laplace Priors , 2010, IEEE Transactions on Image Processing.

[11]  W. Clem Karl,et al.  Feature-enhanced synthetic aperture radar image formation based on nonquadratic regularization , 2001, IEEE Trans. Image Process..

[12]  Yongzhen Li,et al.  Research on forward-looking synthetic aperture radar imaging algorithm of high velocity platform , 2013 .

[13]  Donald L Snyder High-resolution radar imaging , 1988 .

[14]  Wen Hong,et al.  Fast Wavenumber Domain Imaging Algorithm for Airborne Downward-looking Array 3D-SAR Based on Region of Interest Pick: Fast Wavenumber Domain Imaging Algorithm for Airborne Downward-looking Array 3D-SAR Based on Region of Interest Pick , 2014 .