Neural network-based chaotic shift keying communication scheme

被引:0
|
作者
Duan, Lian [1 ]
Gao, Xiaojing [2 ]
Zeng, Yijun [2 ]
Peng, Chengyu [1 ]
Qin, Xi [1 ]
Wei, Jiazheng [1 ]
Li, Zhaoyang [1 ]
Cheng, Mengfan [3 ,4 ]
机构
[1] Guangxi Transport Vocat & Tech Coll, Traff Informat Engn Inst, Nanning 530023, Guangxi, Peoples R China
[2] China Univ Geosci, Sch Comp Sci, Wuhan 430074, Peoples R China
[3] Huazhong Univ Sci & Technol HUST, Natl Engn Lab Next Generat Internet Access Syst, Sch Opt & Elect Informat, Wuhan 430074, Peoples R China
[4] Jinyinhu Lab, Wuhan 430040, Peoples R China
来源
OPTICS EXPRESS | 2024年 / 32卷 / 22期
基金
中国国家自然科学基金;
关键词
OPTICAL COMMUNICATIONS; TRANSMISSION; GBIT/S;
D O I
10.1364/OE.537535
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Chaos-based secure communication technology can provide secure protection for the information transmission at the physical layer. In this paper, a neural network-based chaos shift keying communication scheme is proposed. This scheme carries digital information by altering the underlying time-delayed dynamical mapping relationships of the system. It utilizes the nonlinear modeling capability of neural networks to extract and judge the underlying time-delayed dynamical mapping relationships, thus achieving demodulation without the need for physical synchronization. In numerical simulations, the scheme exhibits high noise resistance and can effectively resist return mapping attacks and time delay signature extraction, providing possibilities for secure communication under poor conditions.
引用
收藏
页码:39896 / 39905
页数:10
相关论文
共 50 条
  • [31] Bit error rate improvement for chaos shift keying chaotic communication systems
    Long, M.
    Chen, Y.
    Peng, F.
    IET COMMUNICATIONS, 2012, 6 (16) : 2639 - 2644
  • [32] Chaotic Cyclic Attractors Shift Keying
    Xu, Yanjun
    Charge, Pascal
    Fournier-Prunaret, Daniele
    2008 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND SIGNAL PROCESSING, VOLS 1 AND 2, 2007, : 62 - 66
  • [33] Color Shift Keying Communication System With a Modified PPM Synchronization Scheme
    Delgado Rajo, Francisco A.
    Guerra, Victor
    Rabadan Borges, Jose A.
    Rufo Torres, Julio
    Perez-Jimenez, Rafael
    IEEE PHOTONICS TECHNOLOGY LETTERS, 2014, 26 (18) : 1851 - 1854
  • [34] Parallel Differential Chaotic Shift Keying With Code Index Modulation for Wireless Communication
    Chen, Haoyu
    Chen, Pingping
    Fang, Yi
    Chen, Feng
    Kong, Lingjun
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2022, 70 (08) : 5113 - 5127
  • [35] A Novel Differential-Chaos-Shift-Keying Secure Communication Scheme
    Cai, Hang
    Hua, Zhongyun
    Huang, Hejiao
    2018 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2018, : 1794 - 1798
  • [36] Chaotic cellular neural network-based true random number generator
    Karakaya, Baris
    Celik, Vedat
    Gulten, Arif
    INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 2017, 45 (11) : 1885 - 1897
  • [37] Cryptanalysis of a chaotic neural network based multimedia encryption scheme
    Li, CQ
    Li, SJ
    Zhang, D
    Chen, GR
    ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2004, PT 3, PROCEEDINGS, 2004, 3333 : 418 - +
  • [38] Neural network-based synchronization of uncertain chaotic systems with unknown states
    Bagheri, P.
    Shahrokhi, M.
    NEURAL COMPUTING & APPLICATIONS, 2016, 27 (04): : 945 - 952
  • [39] Neural network-based synchronization of uncertain chaotic systems with unknown states
    P. Bagheri
    M. Shahrokhi
    Neural Computing and Applications, 2016, 27 : 945 - 952
  • [40] Secure media distribution scheme based on chaotic neural network
    Lian, Shiguo
    Liu, Zhongxuan
    Ren, Zhen
    Wang, Haila
    ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 2, PROCEEDINGS, 2007, 4492 : 79 - +