Synchronization of chaotic neural networks and applications to communication

被引:72
作者
Milanovic, V
Zaghloul, ME
机构
来源
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS | 1996年 / 6卷 / 12B期
关键词
D O I
10.1142/S0218127496001648
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Methods for synchronizing discrete time chaotic neural networks are presented with possible applications in single- or multi-user private communications. Chaotic neurons, characterized with a piecewise-linear N-shaped transfer function, are connected into Hopfield-like networks with parameters set for chaos. The networks are used as transmitter and receiver circuits in chaotic communications schemes. The first algorithm is a modification of simple chaotic masking which makes synchronization robust and insensitive to the perturbation from the added information signal. A mathematical proof and simulation results of the scheme are shown for small networks. We have verified the method experimentally, using single- and two-neuron circuits. The second algorithm utilizes modulation of the transmitting chaotic network by a binary bit stream and detection of the corresponding synchronization error at the receiver. A method for multiple-user chaotic communication is also presented, utilizing chaotic neurons and spread spectrum techniques. The effects of additive noise in the proposed communication schemes are considered and simulated. Synchronization of larger networks and possible applications are also discussed.
引用
收藏
页码:2571 / 2585
页数:15
相关论文
共 26 条
  • [1] CHAOTIC NEURAL NETWORKS
    AIHARA, K
    TAKABE, T
    TOYODA, M
    [J]. PHYSICS LETTERS A, 1990, 144 (6-7) : 333 - 340
  • [2] AIHARA K, 1990, BIFURCATION PHENOMEN
  • [3] CARROLL TL, 1995, P INT S CAS SEATTL, V2
  • [4] AUTONOMOUS CELLULAR NEURAL NETWORKS - A UNIFIED PARADIGM FOR PATTERN-FORMATION AND ACTIVE WAVE-PROPAGATION
    CHUA, LO
    HASLER, M
    MOSCHYTZ, GS
    NEIRYNCK, J
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1995, 42 (10) : 559 - 577
  • [5] CUOMO KM, 1993, IEEE T CIRCUITS SYST, V40
  • [6] DEAD-BEAT CHAOS SYNCHRONIZATION IN DISCRETE-TIME-SYSTEMS
    DEANGELI, A
    GENESIO, R
    TESI, A
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1995, 42 (01) : 54 - 56
  • [7] CHAOS SHIFT KEYING - MODULATION AND DEMODULATION OF A CHAOTIC CARRIER USING SELF-SYNCHRONIZING CHUA CIRCUITS
    DEDIEU, H
    KENNEDY, MP
    HASLER, M
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING, 1993, 40 (10): : 634 - 642
  • [8] Desoer C. A., 1987, LINEAR NONLINEAR CIR
  • [9] DRAKE DF, 1994, P 1994 DUAL US TECHN
  • [10] SYNCHRONIZING CHAOS FROM ELECTRONIC PHASE-LOCKED LOOPS
    Endo, Tetsuro
    Chua, Leon O.
    [J]. INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1991, 1 (03): : 701 - 710