An adaptive demodulator for the chaotic modulation communication system with RBF neural network

被引:13
作者
Chow, TWS [1 ]
Feng, JC [1 ]
Ng, KT [1 ]
机构
[1] City Univ Hong Kong, Dept Elect Engn, Kowloon, Hong Kong, Peoples R China
关键词
adaptive demodulator; chaos; RBF neural network; spread spectrum;
D O I
10.1109/81.852943
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Chaotic modulation is an important spread spectrum (SS) technique amongst chaotic communications. The logistic chaotic signal acts as the modulation signal in this paper. An adaptive demodulator based on the radial basis function (RBF) neural network is proposed. The demodulator makes use of the good approximate capacity of RBF network for a nonlinear dynamical system. Using the proposed adaptive learning algorithm, the source message can be recovered fi om the received SS signal. The recovering procedure is on line and adaptive. The simulated examples are included to demonstrate the new method. For the purpose of comparison, the extended-Kalman-filter-based (EKF) demodulator was also performed. The results indicate that the mean square error (MSE) of the recovered source signal by the proposed demodulator is significantly reduced, especially for the SS signal with a higher signal-to-noise ratio (SNR).
引用
收藏
页码:902 / 909
页数:8
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