Coherent radar imaging based on compressed sensing

作者: Qian Zhu , Ryan Volz , John D. Mathews

DOI: 10.1002/2015RS005688

关键词:

摘要: High-resolution radar images in the horizontal spatial domain generally require a large number of different baselines that usually come with considerable cost. In this paper, aspects compressed sensing (CS) are introduced to coherent imaging. We propose single CS-based formalism enables full three dimensional (3D)—range, Doppler frequency and (represented by direction cosines) domain—imaging. This new method can not only reduce system costs decrease needed enabling sparse sampling, but also achieves high-resolution range, frequency, space dimensions. Using an assumption point targets, 3D signal model for imaging has been derived. By comparing numerical simulations fast Fourier transform (FFT) maximum entropy (ME) methods at signal-to-noise ratios (SNRs), we demonstrate CS provide better performance resolution detectability given comparatively few available measurements relative required Nyquist-Shannon sampling criterion. These techniques being applied meteor observations.

参考文章(54)
Marcial Garbanzo-Salas, Wayne. K. Hocking, Spectral analysis comparisons of Fourier-theory-based methods and minimum variance (Capon) methods Journal of Atmospheric and Solar-Terrestrial Physics. ,vol. 132, pp. 92- 100 ,(2015) , 10.1016/J.JASTP.2015.07.003
D. L. Hysell, J. L. Chau, Optimal aperture synthesis radar imaging Radio Science. ,vol. 41, ,(2006) , 10.1029/2005RS003383
J. A. Högbom, Aperture Synthesis with a Non-Regular Distribution of Interferometer Baselines Astronomy & Astrophysics Supplement Series. ,vol. 15, pp. 417- 426 ,(1974)
A. Pavelyev, K. Igarashi, C. Reigber, K. Hocke, J. Wickert, G. Beyerle, S. Matyugov, A. Kucherjavenkov, D. Pavelyev, O. Yakovlev, First application of the radioholographic method to wave observations in the upper atmosphere Radio Science. ,vol. 37, pp. 15- 1 ,(2002) , 10.1029/2000RS002501
J. D. Mathews, S. J. Briczinski, A. Malhotra, J. Cross, Extensive meteoroid fragmentation in V/UHF radar meteor observations at Arecibo Observatory Geophysical Research Letters. ,vol. 37, ,(2010) , 10.1029/2009GL041967
Dror Baron, Marco F. Duarte, Michael B. Wakin, Shriram Sarvotham, Richard G. Baraniuk, Distributed Compressive Sensing arXiv: Information Theory. ,(2009) , 10.21236/ADA521228
J. D. McEwen, Y. Wiaux, Compressed sensing for wide-field radio interferometric imaging Monthly Notices of the Royal Astronomical Society. ,vol. 413, pp. 1318- 1332 ,(2011) , 10.1111/J.1365-2966.2011.18217.X
Erhan Kudeki, Gary R. Stitt, Frequency domain interferometry: A high resolution radar technique for studies of atmospheric turbulence Geophysical Research Letters. ,vol. 14, pp. 198- 201 ,(1987) , 10.1029/GL014I003P00198