• DocumentCode
    1386216
  • Title

    On the synthesis of nonlinear continuous neural networks

  • Author

    Das, Samir Ranjan

  • Author_Institution
    Indian Stat. Inst., Calcutta, India
  • Volume
    21
  • Issue
    2
  • fYear
    1991
  • Firstpage
    413
  • Lastpage
    418
  • Abstract
    A synthesis technique for a class of nonlinear neural networks that subsumes J.J. Hopfield´s network with graded response (1984) is presented. The network is synthesized by designing its energy function E such that the function has local minima at the prescribed attractor points. Implementation of the synthesis technique as a nonlinear programming problem is also suggested
  • Keywords
    neural nets; attractor points; energy function; graded response network; local minima; neural network synthesis; nonlinear continuous neural networks; nonlinear programming; Differential equations; Hopfield neural networks; Network synthesis; Neural networks; Neurons;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9472
  • Type

    jour

  • DOI
    10.1109/21.87077
  • Filename
    87077