A neural network model of the control unit for noise-immune tonal track circuit

Abstract

The article deals with a designed neuronet model of the control unit for an audio frequency track circuit which makes it possible to increase its noise stability by using the fine tuning of a guard time during which track receivers do not receive disturbances. It can adapt long signal delays to the track circuit operating conditions by using neuronets integrated in the model, the neurons adjusting their synaptic weights. The division of the neuronet model into five functional components which depend on the frequency of the carrying signal allowed minimizing the root-mean-square error for a learning sample, and also reducing the number of neurons in a buried layer of the neuronet.

Authors and Affiliations

S. Panchenko, I. Saiapina

Keywords

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  • EP ID EP494246
  • DOI 10.18664/ikszt.v0i1.94744
  • Views 161
  • Downloads 0

How To Cite

S. Panchenko, I. Saiapina (2017). A neural network model of the control unit for noise-immune tonal track circuit. Інформаційно-керуючі системи на залізничному транспорті , 22(1), 12-17. https://www.europub.co.uk/articles/-A-494246