• DocumentCode
    1485376
  • Title

    Analyzing Oscillations for an N -node Recurrent Neural Networks Model With Time Delays and General Activation Functions

  • Author

    Feng, Chunhua ; Plamondon, Réjean ; O´Reilly, Christian

  • Author_Institution
    Coll. of Math., Guangxi Normal Univ., Guilin, China
  • Volume
    58
  • Issue
    8
  • fYear
    2011
  • Firstpage
    1877
  • Lastpage
    1887
  • Abstract
    In this paper, the existence of oscillations for a type of recurrent neural network with time delays between neural interconnections is investigated. A new set of criteria is proposed to guarantee the existence of oscillations for a network model. The results are shown to be the generalization of some published works dealing with no delay systems.
  • Keywords
    delays; interconnections; linear matrix inequalities; oscillations; recurrent neural nets; transfer functions; N-node recurrent neural networks model; general activation function; linear matrix inequality; neural interconnection time delay; recurrent neural network oscillation; Artificial neural networks; Delay effects; Equations; Mathematical model; Oscillators; Recurrent neural networks; Stability analysis; Linear matrix inequality; oscillations; recurrent neural networks; time delay;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems I: Regular Papers, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1549-8328
  • Type

    jour

  • DOI
    10.1109/TCSI.2011.2112550
  • Filename
    5740966
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=1485376