On the likelihood-based approach to modulation classification

IEEE Transactions on Wireless Communications

Volumn 8, Issue 12, 2009, Pages 5884-5892

  Hameed, Fahed ^a   Dobre, Octavia A ^a   Popescu, Dimitrie C ^b  

^a MEMORIAL UNIVERSITY OF NEWFOUNDLAND   (Canada)

^b Old Dominion University   (United States)

Author keywords

Cramer Rao lower bounds; Joint parameter estimation; Likelihood ratio test; Modulation classification

Indexed keywords

ALGORITHM COMPLEXITY; CLASSIFICATION PERFORMANCE; CRAMER RAO LOWER BOUND; DATA-AIDED; DIGITAL MODULATION CLASSIFICATION; FOURTH ORDER CUMULANT; JOINT PARAMETERS; LIKELIHOOD RATIO TESTS; LOG LIKELIHOOD RATIO; MODULATION CLASSIFICATION; NOISE POWER; SIGNAL AMPLITUDE; UNKNOWN PARAMETERS; UPPER BOUND;

ALGORITHMS; AMPLITUDE MODULATION; BINARY PHASE SHIFT KEYING; BROADBAND NETWORKS; COMPUTATIONAL COMPLEXITY; CRAMER-RAO BOUNDS; MAXIMUM LIKELIHOOD ESTIMATION; PARAMETER ESTIMATION; PHASE SHIFT; QUADRATURE PHASE SHIFT KEYING; SUPPORT VECTOR MACHINES;

METHOD OF MOMENTS;

EID: 73049085170     PISSN: 15361276     EISSN: None     Source Type: Journal    
DOI: 10.1109/TWC.2009.12.080883     Document Type: Article

References (23)

1. th IEEE Canadian Conf. Electrical Computer Engineering - CCECE 2006, Ottawa, Ontario, Canada, May 2006, pp. 1347-1350.
2. -, "On performance bounds for parameter estimation and modulation classification," in Proc. IEEE Sarnoff Symposium, 2007, pp. 1-5.
3. O. A. Dobre, A. Abdi, Y. Bar-Ness, and W. Su, "A survey of automatic modulation classification techniques: classical approaches and new trends," IET Commun., vol.1, pp. 137-156, 2007.
4. C. Y. Huang and A. Polydoros, "Likelihood methods for MPSK modulation classification," IEEE Trans. Commun., vol.43, pp. 1493-1504, 1995.
5. C. Long, K. Chugg, and A. Polydoros, "Further results in likelihood classification of QAM signals," in Proc. IEEE MILCOM, 1994, pp. 57-61.
6. A. Abdi, O. A. Dobre, R. Choudhry, Y. Bar-Ness, and W. Su, "Modulation classification in fading channels using antenna arrays," in Proc. IEEE MILCOM, 2004, pp. 211-217.
7. O. A. Dobre, A. Abdi, Y. Bar-Ness, and W. Su, "Blind modulation classification: a concept whose time has come," in Proc. IEEE Sarnoff Symposium, 2005, pp. 223-228.
8. W. Wei and J. Mendel, "Maximum-likelihood classification for digital amplitude-phase modulations," IEEE Trans. Commun., vol.48, pp. 189-193, 2000.
9. J. A. Sills, "Maximum-likelihood modulation classification for PSK/QAM," in Proc. IEEE MILCOM, 1999, pp. 217-220.
10. P. Panagiotou, A. Anastasopoulos, and A. Polydoros, "Likelihood ratio tests for modulation classification," in Proc. IEEE MILCOM, 2000, pp. 670-674.
11. O. A. Dobre, J. Zarzoso, Y. Bar-Ness, and W. Su, "On the classification of linearly modulated signals in fading channels," in CD, Conf. Inform. Sciences Systems (CISS), Princeton University, 2004.
12. A. Swami and B. M. Sadler, "Hierarchical digital modulation classification using cumulants," IEEE Trans. Commun., vol.48, pp. 416-429, 2000.
13. H.-C. Wu, M. Saquib, and Z. Yun, "Novel automatic modulation classification using cumulant features for communications via multipath channels," IEEE Trans. Wireless Commun., vol.7, pp. 3098-3105, Aug. 2008.
14. C. M. Spooner, "On the utility of sixth-order cyclic cumulants for RF signal classification," in Proc. IEEE ASILOMAR, 2001, pp. 890-897.
15. D. Boudreau, C. Dubuc, F. Patenaude, M. Dufour, J. Lodge, and R. Inkol, "A fast automatic modulation recognition algorithm and its implementation in a spectrum monitoring application," in Proc. IEEE MILCOM, 2000, pp. 732-736.
16. H. L. Van Trees, Detection, Estimation and Modulation Theory. New York: Wiley, 2001.
17. S. M. Kay, Fundamentals of Statistical Signal Processing, Estimation Theory, Vol.1. Englewood Cliffs, NJ: Prentice Hall, 1993.
18. U. Mengali and A. N. D'Andrea, Synchornization Techniques for Digital Receivers. New York: Plenum, 1997.
19. T. R. Benedict, "The joint estimation of signal and noise from sum envelope," IEEE Trans. Inf. Theory, vol.IT-13, pp. 447-454, 1967.
20. D. R. Pauluzzi and N. C. Beaulieu, "A comparison of SNR estimation techniques for the AWGN channel," IEEE Trans. Commun., vol.48, pp. 1681-1691, 2000.
21. H. Xu, Z. Li, and H. Zheng, "A non-data aided SNR estimation algorithm for QAM signals," in Proc. ICASSP, 2004, pp. 999-1003. (Pubitemid 40060963)
22. N. S. Alagha, "Cramer-Rao bounds of SNR estimates for BPSK and QPSK modulated signals," IEEE Commun. Lett., vol.5, pp. 10-12, 2001.
23. W. G. Cowley, "Phase and frequency estimation for PSK packets: bounds and algorithms," IEEE Trans. Commun., vol.44, pp. 26-28, 1996.