A NOVEL AUTOMATIC MODULATION CLASSIFICATION FOR M-QAM SIGNALS USING ADAPTIVE FUZZY CLUSTERING MODEL

被引:0
作者
Zhang, Guo-Yu [1 ]
Yan, Xiao [1 ]
Wang, Shi-Hao [2 ]
Wang, Qian [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Aeronaut & Astronaut, Chengdu 611731, Sichuan, Peoples R China
[2] Univ Elect Sci & Technol China, Sch Informat & Commun Engn, Chengdu 611731, Sichuan, Peoples R China
来源
2018 15TH INTERNATIONAL COMPUTER CONFERENCE ON WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING (ICCWAMTIP) | 2018年
关键词
Modulation classification; M-ary quadrature Amplitude modulation (M-QAM); Subtractive clustering; Adaptive neighborhood radius; Euclidean distance;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An automatic modulation classification (AMC) method for M-ary Quadrature Amplitude Modulation (M-QAM) signals using adaptive fuzzy clustering model is presented. In the proposed framework, the neighborhood radius of subtractive clustering algorithm is emphatically researched to satisfy different modulation orders. An adaptive construction mechanism of neighborhood radius is designed according to the amplitude component of M-QAM signals. Euclidean distance of the clustering center numbers between test signal and standard signals are utilized to identify the modulation types. Monte Carlo simulation results and theoretical analysis demonstrate that the proposed AMC method can provide promising performance.
引用
收藏
页码:45 / 48
页数:4
相关论文
共 7 条
[1]  
Changyi Yin, 2010, Proceedings of the Second International Conference on Communication Software and Networks (ICCSN 2010), P303, DOI 10.1109/ICCSN.2010.45
[2]  
Chiu S, 1996, 1996 BIENNIAL CONFERENCE OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS, P461, DOI 10.1109/NAFIPS.1996.534778
[3]  
Chou ZD, 2013, PROCEEDINGS OF 2013 IEEE 11TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS (ICEMI), P70, DOI 10.1109/ICEMI.2013.6743041
[4]   Survey of automatic modulation classification techniques: classical approaches and new trends [J].
Dobre, O. A. ;
Abdi, A. ;
Bar-Ness, Y. ;
Su, W. .
IET COMMUNICATIONS, 2007, 1 (02) :137-156
[5]  
Yin Changyi, 2010, 2010 2 INT C FUT COM
[6]  
Zamanian M., 2011, 2011 7th International Workshop on Systems, Signal Processing and their Applications (WOSSPA 2011), P13, DOI 10.1109/WOSSPA.2011.5931439
[7]  
Zhang H, 2014, 2014 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION PROBLEM-SOLVING (ICCP), P546, DOI 10.1109/ICCPS.2014.7062342