Research on Recognition Algorithm of Digital Modulation by Higher Order Cumulants

被引:11
作者
Liu Mingzhu [1 ]
Zhao Yue [1 ]
Shi Lin [1 ]
Dong Jingwei [1 ]
机构
[1] Harbin Univ Sci & Technol, Sch Measurement & Control Technol & Commun Engn, Higher Educ Key Lab Measuring & Control Technol &, Harbin, Peoples R China
来源
2014 FOURTH INTERNATIONAL CONFERENCE ON INSTRUMENTATION AND MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC) | 2014年
关键词
modulation recognition; higher order cumulants; feature parameter; lower computational complexity;
D O I
10.1109/IMCCC.2014.146
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Modulation identification of communication signals is an important content of wireless communication technology and a hot topic in the research field of the intercepted signal processing. Because the modulation mode is one of the most important characteristics to be used to distinguish various communication signals, in this paper, a new algorithm using feature parameters based on higher order cumulants has been proposed to identify digital modulation signals, which uses the feature of the white Gaussian noise of its greater than second-order cumulants is zero. Based on the analysis of invariant features in cumulant domain of communication signals, the performances of related cumulants have been researched, and at the same time the key cumulants and characteristics of modulation identification have also been determined. The proposed algorithm can identify digital modulation signals of 2ASK, 4ASK, 4PSK, 2FSK, 4FSK and 16QAM effectively under the environment of lower SNR. In addition, the results of simulation show that it can suppress white Gaussian noise effectively and has lower computational complexity and needs less prior information.
引用
收藏
页码:686 / 690
页数:5
相关论文
共 50 条
  • [21] Novel Modulation Recognition for WFRFT-Based System Using 4th-Order Cumulants
    Liang, Yuan
    Xiang, Xin
    Sun, Ye
    Da, Xinyu
    Li, Cong
    Yin, Liyan
    IEEE ACCESS, 2019, 7 : 86018 - 86025
  • [22] Research on Signal Models and Recognition Method for Digital Modulation
    Yang Yangqiang
    Jiang Shuiqiao
    Zhou Zheng
    PROCEEDINGS OF 2019 IEEE 7TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT 2019), 2019, : 508 - 512
  • [23] Research on Modulation Recognition Algorithm of Secondary Modulation Signal in Satellite Communication
    Liu, Chuntao
    Zhang, Wei
    Chen, Dahai
    COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, 2019, 463 : 2410 - 2420
  • [24] Research on Low-voltage Series Arc Fault Detection Based on Higher-Order Cumulants
    Yang, Kai
    Zhang, Rencheng
    Yang, Jianhong
    Wu, Xiaomei
    ENGINEERING SOLUTIONS FOR MANUFACTURING PROCESSES IV, PTS 1 AND 2, 2014, 889-890 : 741 - 744
  • [25] Traffic rate network tomography with higher-order cumulants
    Lev-Ari, Hanoch
    Ephraim, Yariv
    Mark, Brian L.
    NETWORKS, 2023, 81 (02) : 220 - 234
  • [26] A New Key Features Extraction Algorithm for Automatic Digital Modulation Recognition
    Sun Gangcan
    An Hanping
    Yang Jie
    Zhou Ronghua
    2007 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-15, 2007, : 2306 - 2309
  • [27] WFRFT modulation recognition based on HOC and optimal order searching algorithm
    Liang Yuan
    Da Xinyu
    Wu Jialiang
    Xu Ruiyang
    Zhang Zhe
    Liu Hujun
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2018, 29 (03) : 462 - 470
  • [28] WFRFT modulation recognition based on HOC and optimal order searching algorithm
    LIANG Yuan
    DA Xinyu
    WU Jialiang
    XU Ruiyang
    ZHANG Zhe
    LIU Hujun
    Journal of Systems Engineering and Electronics, 2018, 29 (03) : 462 - 470
  • [29] A method for blind recognition of orthogonal space-time block coding(STBC) using higher-order cumulants
    Yan W.-J.
    Zhang L.-M.
    Ling Q.
    Kong D.-M.
    2016, Chinese Institute of Electronics (44): : 1258 - 1264
  • [30] An approach to surface EMG decomposition based on higher-order cumulants
    Zazula, D
    Holobar, A
    COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2005, 80 : S51 - S60