Title :
Neural network processor based on SAW device for digital modulation recognition
Author :
Kavalov, D. ; Kalinin, V.
Author_Institution :
Oxford Brookes Univ., UK
Abstract :
It is shown that a SAW device can be used as a linear part of the artificial neural network (ANN) processing radio signals. The structure of the SAW ANN processor is proposed and the method of its training is developed based on the use of the in-phase and quadrature envelopes of the radio signals. The network recognising QPSK and BPSK signal is trained and its performance is simulated
Keywords :
backpropagation; feedforward neural nets; neural net architecture; quadrature phase shift keying; radio receivers; surface acoustic wave filters; surface acoustic wave signal processing; BPSK; QPSK; SAW ANN; SAW device; artificial neural network; digital modulation recognition; in-phase envelope; neural network processor; performance; quadrature envelope; radio signals;
Conference_Titel :
HF Radio Systems and Techniques, 2000. Eighth International Conference on (IEE Conf. Publ. No. 474)
Conference_Location :
Guildford
Print_ISBN :
0-85296-727-6
DOI :
10.1049/cp:20000156