Blind Detection of BPSK Signals Using Hysteretic Hopfield Neural Network

被引：2
|
作者：
Yu, Shu-Juan [1 ]
Feng, Di [1 ]
Zhang, Yun [1 ]
机构：
[1] Nanjing Univ Posts & Telecommun, Sch Elect Sci & Engn, 66 XingMoFan Rd, Nanjing, Jiangsu, Peoples R China
来源：
PROCEEDINGS OF 2013 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT AUTOMATION | 2013年 / 254卷
关键词：
Hysteretic Hopfield neural network (HHNN); Blind detetion; BPSK signals;
D O I：
10.1007/978-3-642-38524-7_76
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
A new algorithm based on Hysteretic Hopfield neural nework (HHNN) is proposed to detect BPSK signals blindly. Considering the characteristic of hysteretic activation function, the new algorithm has a tendency to overcome local minima. The new energy functions for HHNN are constructed, and the stability of the network is also analyzed. Simulation results show that the algorithm proposed show satisfactory performance in detecting BPSK with shorter received signals.
引用
收藏
页码：693 / 701
页数：9
相关论文
共 50 条
  • [11] A Hopfield neural network for image change detection
    Pajares, Gonzalo
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (05): : 1250 - 1264
  • [12] Hopfield neural network for UWB multiuser detection
    Department of Electrical Engineering, National Formosa University, Taiwan
    不详
    不详
    WSEAS Trans. Commun., 2009, 7 (578-587):
  • [13] Blind Detection of QAM with a Complex Discrete Hopfield Network
    Yun, Zhang
    Zhi-Yong, Zhang
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 6808 - 6812
  • [14] A novel blind detection algorithm based on adjustable parameters activation function hopfield neural network
    1600, Ubiquitous International (08):
  • [15] Hopfield Neural Network with Chaotic Positive Feedback and Its Application in Binary Signal Blind Detection
    Wu, Guangyin
    Yu, Shujuan
    Huan, Rusong
    Zhang, Yun
    Ji, Kuiming
    PROCEEDINGS OF THE 2015 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT INFORMATION PROCESSING, 2015, 336 : 335 - 343
  • [16] Fast Spectrum Search and Detection for BPSK Signals in a Cognitive Network
    Zahabi, Sayed Jalal
    Tadaion, Ali. A.
    Gazor, Saeed
    2009 11TH CANADIAN WORKSHOP ON INFORMATION THEORY, 2009, : 209 - +
  • [17] MODULARITY MAXIMIZATION FOR COMMUNITY DETECTION IN NETWORKS USING COMPETITIVE HOPFIELD NEURAL NETWORK
    Ding, Jin
    Sun, Yongzhi
    Tan, Ping
    Ning, Yong
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2019, 15 (04): : 1455 - 1467
  • [18] Confidence Test for Blind Analysis of BPSK Signals
    Hu, Guobing
    Zhao, Pinjiao
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2019, 55 (02) : 658 - 675
  • [19] Cryptanalysis of speech signals ciphered by TSP using annealed Hopfield Neural Network and genetic algorithms
    Apolinario, JA
    Mendonca, PRS
    Chaves, RO
    Caloba, LP
    PROCEEDINGS OF THE 39TH MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS I-III, 1996, : 821 - 824
  • [20] Structural analysis by using Hopfield neural network
    Wei, Pengsheng
    Huaqiao Daxue Xuebao/Journal of Huaqiao University, 20 (02): : 146 - 149
12345