Applications of compressed sensing for sar moving-target velocity estimation and image compression

IEEE Transactions on Instrumentation and Measurement

Volumn 60, Issue 8, 2011, Pages 2848-2860

  Khwaja, Ahmed Shaharyar ^a   Ma, Jianwei ^a,b  

^a TSINGHUA UNIVERSITY   (China)

^b FLORIDA STATE UNIVERSITY   (United States)

Author keywords

Compressed sensing (CS); curvelets; estimation of moving target parameters; image compression; synthetic aperture radar (SAR)

Indexed keywords

CLUTTER CANCELLATION; COMPRESSED SENSING; COMPRESSED SENSING (CS); CURVELETS; DATA STORAGE CAPACITY; LOW SIGNAL-TO-CLUTTER RATIO; MOVING TARGETS; NUMERICAL EXPERIMENTS; NYQUIST RATE; OFFLINE; OPTICAL REMOTE SENSING; POSITION PARAMETERS; SAR IMAGES; SEISMIC IMAGING; SIMULATED DATA; SINGLE PIXEL; VELOCITY ESTIMATION;

CLUTTER (INFORMATION THEORY); DATA REDUCTION; ESTIMATION; IMAGE COMPRESSION; IMAGING SYSTEMS; MEDICAL IMAGING; RADAR IMAGING; REMOTE SENSING; SIGNAL RECONSTRUCTION; SYNTHETIC APERTURE RADAR; SYNTHETIC APERTURES;

RADAR TARGET RECOGNITION;

EID: 79960386256     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2011.2122190     Document Type: Conference Paper

References (40)

1. G. Franceschetti and R. Lanari, Synthetic Aperture Radar Processing. Boca Raton, FL: CRC Press, 1999.
2. E. Candès and T. Tao, "Decoding by linear programming," IEEE Trans. Inf. Theory, vol. 51, no. 12, pp. 4203-4215, Dec. 2005. (Pubitemid 41800353)
3. E. Candès, J. Romberg, and T. Tao, "Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information," IEEE Trans. Inf. Theory, vol. 52, no. 2, pp. 489-590, Feb. 2006.
4. D. Donoho, "Compressed sensing," IEEE Trans. Inf. Theory, vol. 52, no. 4, pp. 1289-1306, Apr. 2006.
5. E. Candès and M. Wakin, "An introduction to compressive sampling," IEEE Signal Process. Mag., vol. 25, no. 2, pp. 21-30, Mar. 2008.
6. R. Baraniuk, "Compressed sensing," IEEE Signal Process. Mag., vol. 24, no. 4, pp. 14-20, Jul. 2007.
7. M. Lustig, D. Donoho, and J. Pauly, "Sparse MRI: The application of compressed sensing for rapid MR imaging," Magn. Reson. Med., vol. 58, no. 6, pp. 1182-1195, Dec. 2007. (Pubitemid 350234205)
8. J. Bobin, J. Starck, and R. Ottensmer, "Compressed sensing in astronomy," IEEE J. Sel. Topics Signal Process., vol. 2, no. 5, pp. 718-726, Oct. 2008.
9. J. Ma, "Single-pixel remote sensing," IEEE Geosci. Remote Sens. Lett., vol. 6, no. 2, pp. 199-203, Apr. 2009.
10. J. Ma and F.-X. Le Dimet, "Deblurring from highly incomplete measurements for remote sensing," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 3, pp. 792-802, Mar. 2009.
11. M. Herman and T. Strohmer, "High-resolution radar via compressed sensing," IEEE Trans. Signal Process., vol. 57, no. 6, pp. 2275-2284, Jun. 2009.
12. Q. Huang, L. Qu, B.Wu, and G. Fang, "UWB through-wall imaging based on compressive sensing," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 3, pp. 1408-1415, Mar. 2010.
13. J. Ma, "Compressed sensing for surface characterization and metrology," IEEE Trans. Instrum. Meas., vol. 59, no. 6, pp. 1600-1615, Jun. 2010.
14. G. Rilling, M. Davies, and B. Mulgrew, "Compressed sensing based compression of SAR raw data," in Proc. SPARS, Saint-Malo, France, Apr. 2009.
15. Q.Wu,M. Xing, C. Qiu, B. Liu, Z. Bao, and T.-S. Yeo, "Motion parameter estimation in the SAR system with low PRF sampling," IEEE Geosci. Remote Sens. Lett., vol. 7, no. 3, pp. 450-454, Jul. 2010.
16. L. Zhang, M. Xing, C. Qiu, J. Li, and Z. Bao, "Achieving higher resolution ISAR imaging with limited pulses via compressed sensing," IEEE Geosci. Remote Sens. Lett., vol. 6, no. 3, pp. 567-571, Jul. 2009.
17. J. Ender, "On compressive sensing applied to radar," Signal Process., vol. 90, no. 5, pp. 1402-1414, May 2010.
18. V. Patel, G. Easley, D. Healy, and R. Chellappa, "Compressed synthetic aperture radar," IEEE J. Sel. Topics Signal Process., vol. 4, no. 2, pp. 244- 254, Apr. 2010.
19. I. Stojanovic and W. Karl, "Imaging of moving targets with multi-static SAR using an overcomplete dictionary," IEEE J. Sel. Topics Signal Process., vol. 4, no. 1, pp. 164-176, Feb. 2010.
20. L. Potter, E. Ertin, J. Parker, and M. Cetin, "Sparsity and compressed sensing in radar imaging," Proc. IEEE, vol. 98, no. 6, pp. 1006-1020, Jun. 2010.
21. Sandia Research Laboratories, MiniSAR Fact Sheet. [Online]. Available: http://www.sandia.gov/radar/minisar.html
22. N. Bleistein and R. Handelsman, Asymptotic Expansions of Integrals. New York: Dover, 1986.
23. M. Soumekh, Synthetic Aperture Radar Signal Processing. Hoboken, NJ: Wiley, 1999.
24. C. Cafforio, C. Prati, and F. Rocca, "SAR data focusing using seismic migration techniques," IEEE Trans. Aerosp. Electron. Syst., vol. 27, no. 2, pp. 194-207, Mar. 1991. (Pubitemid 21645770)
25. I. Cumming and F.Wong, Digital Processing of Synthetic Aperture Radar Data. Norwood, MA: Artech House, 2005.
26. R. K. Raney, H. Runge, R. Bamler, I. Cumming, and F. Wong, "Precision SAR processing using chirp scaling," IEEE Trans. Geosci. Remote Sens., vol. 32, no. 4, pp. 786-799, Jul. 1994.
27. J. Tropp and A. Gilbert, "Signal recovery from random measurements via orthogonal matching pursuit," IEEE Trans. Inf. Theory, vol. 53, no. 12, pp. 4655-4666, Dec. 2007.
28. M. Elad and M. Zibulevsky, "Iterative shrinkage algorithms and their acceleration for l1-l2 signal and image processing applications," IEEE Signal Process. Mag., vol. 27, no. 3, pp. 78-88, May 2010.
29. V. Chen and H. Ling, Time-Frequency Transforms for Radar Imaging and Signal Analysis. Norwood, MA: Artech House, 2002.
30. R. K. Raney, "Synthetic aperture imaging radar and moving targets," IEEE Trans. Aerosp. Electron. Syst., vol. AES-7, no. 3, pp. 499-505, May 1971.
31. C. Liu, "Effects of target motion on polarimetric SAR images," Can. J. Remote Sens., vol. 32, no. 2, pp. 51-64, 2006.
32. C. Liu and C. Gierull, "A new application for PolSAR imagery in the field of moving target indicator/ship detection," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 11, pp. 3426-3436, Nov. 2007. (Pubitemid 350025448)
33. E. Candes, L. Demanet, D. Donoho, and L. Ying, "Fast discrete curvelet transforms," Multiscale Model. Simul., vol. 5, no. 3, pp. 861-899, 2006. (Pubitemid 47381814)
34. J. Ma and G. Plonka, "The curvelet transform," IEEE Signal Process. Mag., vol. 27, no. 2, pp. 118-133, Mar. 2010.
35. M. Duarte, M. Davenport, M. Wakin, and R. Baraniuk, "Sparse signal detection from incoherent projections," in Proc. ICASSP, 2006, pp. III-305-III-308. (Pubitemid 46500426)
36. T. Blumensath andM. Davies, "Iterative hard thresholding for compressed sensing," Appl. Comput. Harmon. Anal., vol. 27, no. 3, pp. 265-274, Nov. 2009.
37. J. Ma, "Improved iterative curvelet thresholding for compressed sensing and measurement," IEEE Trans. Instrum. Meas., vol. 60, no. 1, pp. 126- 136, Jan. 2011.
38. G. Alessandro, "Performance evaluation of SAR image compression techniques: Application to COSMO-SkyMed data," Tesi di Laurea, Università degli Studi di Napoli Federico II, Naples, Italy, 2008.
39. Y. Chi, A. Pezeshki, L. Scharf, and R. Calderbank, "Sensitivity to basis mismatch in compressed sensing," in Proc. ICASSP, 2010, pp. 3930-3933.
40. H. Chuang, Y. Chen, and K. Chen, "Automatic clutter-canceler for microwave life-detection systems," IEEE Trans. Instrum. Meas., vol. 40, no. 4, pp. 747-750, Aug. 1991. (Pubitemid 21704735)