• DocumentCode
    1952003
  • Title

    A BFSK Neural Network Demodulator with Fast Training Hints

  • Author

    Amini, Mohammad Reza ; Moghadasi, Mohammad ; Fatehi, Iman

  • Author_Institution
    Boroujerd Branch, Islamic Azad Univ., Iran
  • fYear
    2010
  • fDate
    26-28 Feb. 2010
  • Firstpage
    578
  • Lastpage
    582
  • Abstract
    In this paper an artificial neural network demodulator to demodulate binary frequency shift keying signal is proposed. This demodulator has some important features compared with conventional method such as coherent and non-coherent demodulator and also other proposed neural network demodulators. In contrast with conventional demodulator, this demodulator (which uses a tapped delayed line in its two layers) does not need any band pass filter (to select the desired frequency band), any pulse shaping filter (to worry about its output sharpness) and any synchronous local oscillator and the other usual demodulator components. it is just a neural network implementation demodulator, that should be called soft demodulator, because once it is trained properly for a special kind of modulation, it works well for that kind of modulation and it is easy to train it for another modulation scheme without changing hardware, i.e., train it and then use it ! Compared with the other ANN demodulators proposed before it can be trained faster (or with less training data bits), it has more efficient BER curve and also has a better performance (MSE or SSE).
  • Keywords
    demodulators; frequency shift keying; learning (artificial intelligence); neural nets; signal processing; BER curve; BFSK neural network demodulator; artificial neural network demodulator; binary frequency shift keying signal; fast training hints; soft demodulator; Artificial neural networks; Band pass filters; Delay lines; Demodulation; Frequency shift keying; Local oscillators; Neural network hardware; Neural networks; Pulse modulation; Pulse shaping methods; BER; FSK; Matlab simulation; Neural network; communication;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communication Software and Networks, 2010. ICCSN '10. Second International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-5726-7
  • Electronic_ISBN
    978-1-4244-5727-4
  • Type

    conf

  • DOI
    10.1109/ICCSN.2010.123
  • Filename
    5437733