Augmented genetic programming for automatic digital modulation classification

Proceedings of the 2010 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2010

Volumn , Issue , 2010, Pages 391-396

  Zhu, Zhechen ^a   Aslam, Muhammad Waqar ^a   Nandi, Asoke Kumar ^a  

^a UNIVERSITY OF LIVERPOOL   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATIC CLASSIFICATION; AUTOMATIC DIGITAL MODULATION; AUTOMATIC MODULATION CLASSIFICATION; DATA SAMPLE; DIGITAL MODULATIONS; EXISTING METHOD; K-NN CLASSIFIER; SIMULATION EXPERIMENTS; TRANSMITTED SIGNAL;

AMPLITUDE MODULATION; MILITARY APPLICATIONS; SIGNAL PROCESSING; SUPPORT VECTOR MACHINES;

GENETIC PROGRAMMING;

EID: 78449291432     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MLSP.2010.5588920     Document Type: Conference Paper

References (21)

1. E. E. Azzouz and A. K. Nandi, Automatic Modulation Recognition of Communication Systems. Norwell, MA: Kluwer, 1996.
2. K. E. Nolan, L. Doyle, P. Mackenzie, and D. O'Mahony, "Modulation scheme classification for 4G software radio wireless networks," in Proc. IASTED International Conference on Signal Processing, Pattern Recognition,and Applications, pp. 25-31, 2002.
3. Octave 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. W. Wei and J. M. Mendel, "Maximum-likelihood classification for digital amplitude-phase modulations," IEEE Trans. Commun., vol. 48, pp. 189-193, 2000.
5. L. Hong and K. C. Ho, "Classification of BPSK and QPSK signals with unknown signal level using the Bayes technique," in Proc. IEEE ISCAS, vol. 4, pp. IV.1-IV.4, 2003.
6. M. L. D. Wong and A. K. Nandi, "Semi-blind algorithms for automatic classification of digital modulation types," Digital Signal Processing, vol. 18, pp. 209-227, 2008.
7. A. Swami and B. M. Sadler, "Hierarchical digital modulation classification using cumulants," IEEE Trans. Commun., vol. 48, pp. 416-429, 2000.
8. M. L. D. Wong and A. K. Nandi, "Automatic digital modulation recognition using artificial neural network and genetic algorithm," Sig. Proc., vol. 84, pp. 351-365, 2004.
9. Songnan Xi and H. C. Wu, "Robust automatic modulation classification using cumulant features in the presence of fading channels," in Proc. of the IEEE Wireless Comm. and Networking Conf. (WCNC), vol. 4, pp. 2094-2099, 2006.
10. W. C. Headley, J. D. Reed, and C. R. C. M. da Silva, "Distributed cyclic spectrum feature-based modulation classification," in Proc. IEEE Wireless Comm. and Netw. Conf., pp. 1200-1204, 2008.
11. M. L. D. Wong and A. K. Nandi, "Naïve Bayes classification of adaptive broadband wireless modulation types with higher order cumulants," in Proc. of the International Conference on Signal Processing and Communication Systems, 2008.
12. M. R. Mirarab, M. A. Sobhani, "Robust modulation classification for PSK/QAM/ASK using higher order cumulants," in Proc. of the Sixth International Conference on Information, Communications and Signal Processing, 2007.
13. J. K. Kishore, L. M. Patnaik, V. Mani, and V. K. Agrawal, "Application of genetic programming for multicategory pattern classification," IEEE Transactions on Evolutionary Computation, vol. 4, pp. 242-258, 2000.
14. D. P. Muni, N. R. Pal, and J. Das, "A novel approach to design classifiers using genetic programming," IEEE Transactions on Evolutionary Computation, vol. 8, pp. 183-196, 2004.
15. M. Zhang, V. B. Ciesielski, and P. Andreae, "A domain independent window approach to multiclass object detection using genetic programming," EURASIP Journal on Applied Signal Processing 8, pp. 841-859, 2003.
16. L. Zhang, L. B. Jack and A. K. Nandi, "Extending genetic programming for multi-class classification by combining k-nearest neighbor," IEEE International Conference on Acoustics, Speech, and Signal Processing, pp. 349-352, 2005.
17. L. Zhang and A. K. Nandi, "Fault classification using genetic programming," Mechanical Systems and Signal Processing, vol. 21, pp. 1273-1284, 2007.
18. A. K. Nandi and E. E. Azzouz, "Algorithms for automatic modulation recognition of communication signals," IEEE Transactions on Communications, vol. 46, pp. 431-436, 1998.
19. O. A. Dobre, Y. Bar-Ness, and W. Su, "Higher-order cyclic cumulants for high order modulation classification," in Proc. IEEE MILCOM, pp. 112-117, 2003.
20. O. A. Dobre, Y. Bar-Ness, and W. Su, "Robust QAM modulation classification algorithm based on cyclic cumulants," in Proc. IEEE WCNC 2004, vol. 2, pp. 745-748, 2004.
21. D. N. Godard, "Self-recovering equalization and carrier-tracking in two dimensional data communication systems," IEEE Trans. Commun., vol. 28, pp. 1867-1875, Nov. 1980.