Real time electromagnetic target classification using a novel feature extraction technique with PCA-based fusion

IEEE Transactions on Antennas and Propagation

Volumn 53, Issue 2, 2005, Pages 766-776

  Turhan Sayan, Gönül ^a  

^a MIDDLE EAST TECHNICAL UNIVERSITY   (Turkey)

Author keywords

Electromagnetic target recognition; Feature extraction; Principal component analysis; Radar signal processing; Time frequency analysis

Indexed keywords

EIGENVALUES AND EIGENFUNCTIONS; ELECTROMAGNETIC WAVE SCATTERING; FEATURE EXTRACTION; MATHEMATICAL TRANSFORMATIONS; MATRIX ALGEBRA; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING; SPURIOUS SIGNAL NOISE; VECTORS;

ELECTROMAGNETIC TARGET RECOGNITION; RADAR SIGNAL PROCESSING; TIME FREQUENCY ANALYSIS; WIGNER TRANSFORMATION;

RADAR TARGET RECOGNITION;

EID: 13944267113     PISSN: 0018926X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TAP.2004.841326     Document Type: Article

References (20)

1. C. E. Baum [i#et al.#1i], "The singularity expansion method and its application to target identification," [i#Proc. IEEE#1i], vol. 79, no. 10, pp. 1481-1492, 1991.
2. E. M. Kennaugh and D. L. Moffatt, "Transient-and impulse response approximations," [i#Proc. IEEE#1i], vol. 53, no. 8, pp. 893-901, Aug. 1965.
3. G. Turhan-Sayan, "Natural resonance-based feature extraction with reduced aspect sensitivity for electromagnetic target classification," [i#Pattern Recognition#1i], vol. 36, no. 7, pp. 1449-1466, July 2003.
4. K.-T. Kim, I.-S. Choi, and H.-T. Kim, "Efficient radar target classification using adaptive joint time-frequency processing," [i#IEEE Trans. Antennas Propagat.#1i], vol. 48, no. 12, pp. 1789-1801, Dec. 2000.
5. G. Turhan-Sayan and T. Ince, "Neural network techniques in electromagnetic target classification: A comparison study," in [i#Proc. IEEE AP-S Int Symp. UNSC/URSI Nat. Radio Science Meet.#1i], vol. 3, Orlando, FL, Jul. 1999, pp. 2222-2225.
6. Y. Shi and X.-D. Zhang, "A Gabor atom network for signal classification with application in radar target recognition," [i#IEEE Trans. Signal Process.#1i], vol. 49, no. 12, pp. 2994-3004, Dec. 2001.
7. G. Turhan-Sayan, K. Leblebicioglu, and T. Ince, "Electromagnetic target classification using time-frequency analysis and neural networks," [i#Microw. Optical Techn. Lett.#1i], vol. 21, no. 1, pp. 63-59, Apr. 1999.
8. E. M. Kennaugh, "The K-pulse concept," [i#IEEE Trans. Antennas Propagat.#1i], vol. 29, no. 2, pp. 327-331, Mar. 1981.
9. E. Rothwell, D. P. Nyquist, K. M. Chen, and B. Drachman, "Radar target discrimination using the extinction-pulse technique," [i#IEEE Trans. Antennas Propagat.#1i], vol. 33, no. 9, pp. 929-937, Sept. 1985.
10. P. Ilavarasan, E. J. Rothwell, K. M. Chen, and D. P. Nyquist, "Natural resonance extraction from multiple data sets using physical constraints," [i#Radio Sci.#1i], vol. 29, no. l, pp. 1-7, Jan. 1994.
11. C.-C. Chen and L. Peters, "Buried unexploded ordnance identification via complex natural resonances," [i#IEEE Trans. Antennas Propag.#1i], vol. 45, no. 11, pp. 1645-1654, Nov. 1997.
12. C.-C. Chen, "Electromagnetic resonances of immersed dielectric spheres," [i#IEEE Trans. Antennas Propag.#1i], vol. 46, no. 7, pp. 1074-1083, Jul. 1998.
13. H. T. Kim, N. Wang, and D. L. Moffatt, "K-pulse for a thin circular loop," [i#IEEE Trans. Antennas Propag.#1i], vol. 33, no. 12, pp. 1403-1407, Dec. 1985.
14. F. Y. S. Fok, D. L. Moffatt, and N. Wang, "K-pulse estimation from the impulse response of a target," [i#IEEE Trans. Antennas Propag.#1i], vol. 35, no. 8, Aug. 1987.
15. K. M. Chen, D. P. Nyquist, E. J. Rothwell, L. L. Webb, and B. Drachman, "Radar target discrimination by convolution of radar returns with extinction pulses and single-mode extraction signals," [i#IEEE Trans. Antennas Propagat.#1i], vol. 34, no. 7, pp. 896-904, Jul. 1986.
16. G. Turhan-Sayan, K. Leblebicioǧlu, and S. Inan, "Input signal shaping for target identification using genetic algorithms" [i#Microw. Opt. Technol. Lett.#1i], vol. 17, no. 2, pp. 128-132, Feb. 1998.
17. G. Turhan-Sayan and M. Kuzuoglu, "Pole estimation for arbitrarily-shaped dielectric targets by a genetic algorithm-based resonance annihilation technique," [i#IEE Electron. Lett.#1i], vol. 37, no. 6, pp. 380-381, Mar. 2001.
18. F. Hlawatsch and G. F. Boudreaux-Bartels, "Linear and quadratic time-frequency signal representations," [i#IEEE Signal Process. Mag.#1i] vol. 9, no. 2, pp. 21-67, Apr. 1992.
19. J. E. Jackson. [i#A User's Guide to Principal Components#1i]. New York: Wiley, 1991.
20. M. Kerker, [i#The Scattering of Light, and Other Electromagnetic Radiation#1i]. New York: Academic Press, 1969.