Enhancing weak signal transmission through a feedforward network

Xiaoming Liang, Liang Zhao, Zonghua Liu

Research output: Contribution to journalArticlepeer-review

7 Scopus citations

Abstract

The ability to transmit and amplify weak signals is fundamental to signal processing of artificial devices in engineering. Using a multilayer feedforward network of coupled double-well oscillators as well as Fitzhugh-Nagumo oscillators, we here investigate the conditions under which a weak signal received by the first layer can be transmitted through the network with or without amplitude attenuation. We find that the coupling strength and the nodes' states of the first layer act as two-state switches, which determine whether the transmission is significantly enhanced or exponentially decreased. We hope this finding is useful for designing artificial signal amplifiers.

Original languageEnglish
Article number6227359
Pages (from-to)1506-1512
Number of pages7
JournalIEEE Transactions on Neural Networks and Learning Systems
Volume23
Issue number9
DOIs
StatePublished - 2012

Keywords

  • Coupling strength
  • Fitzhugh-Nagumo oscillator
  • designing artificial devices
  • double-well oscillator
  • feedforward network
  • initial condition
  • signal transmission

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