Title :
Neural network based spread spectrum PN code acquisition system
Author :
El-Khamy, Said E. ; Gelenbe, Erol ; Abdelbaki, Hossam
Author_Institution :
Dept. of Electr. Eng., Alexandria Univ., Egypt
Abstract :
A neural network based direct sequence spread spectrum code synchronization system is proposed. The´s system is based on training a recurrent random neural network (RNN) model on all the possible phases of the used spreading code. The trained network can then be used at the receiver for the initial coarse alignment of the local code phase and the received code. One advantage of this technique over the conventional synchronization techniques is that the phase of the received PN code can be decided without searching the potential code phases. Also the RNN, after being trained, can have a simple hardware realization that makes it candidate for implementation as a dedicated chip. This makes the neural network based technique faster and more robust than the conventional techniques. Computer simulations, carried out on maximal length sequences of length N=7 and N=15, show that the proposed system cast effectively indicate the phase of the received code even with very low signal to noise ratios
Keywords :
digital simulation; filtering theory; learning (artificial intelligence); matched filters; neural nets; pseudonoise codes; spread spectrum communication; synchronisation; telecommunication computing; PN code acquisition system; SNR; code synchronization system; computer simulations; dedicated chip; direct sequence spread spectrum; hardware realization; initial coarse alignment; local code phase; low signal to noise ratio; matched filter synchronizer; maximal length sequences; neural network based spread spectrum system; neural network training; received code; receiver; recurrent random neural network; spreading code; trained network; Additive white noise; Gaussian noise; Matched filters; Neural networks; Phase noise; Recurrent neural networks; Signal generators; Spread spectrum communication; Synchronization; Uncertainty;
Conference_Titel :
Radio Science Conference, 2000. 17th NRSC '2000. Seventeenth National
Conference_Location :
Minufiya
Print_ISBN :
977-5031-64-8
DOI :
10.1109/NRSC.2000.838959