• DocumentCode
    1144326
  • Title

    Vector mapping with a nonlinear electronic layer for distributed neural networks

  • Author

    Colak, S.B.

  • Author_Institution
    Philips Res. Lab., Eindhoven, Netherlands
  • Volume
    6
  • Issue
    5
  • fYear
    1995
  • fDate
    9/1/1995 12:00:00 AM
  • Firstpage
    1245
  • Lastpage
    1248
  • Abstract
    Describes a new approach for obtaining neural network functionality using fully distributed electronic transport rather than lumped electronic circuit elements. For this, vector mapping abilities of a two-dimensional nonlinear inhomogeneous layer are analyzed. This layer is modeled as an inhomogeneous inversion layer in a multiterminal field effect semiconductor device. The author gives computed results as examples of nonlinear vector mapping abilities including nontrivial logic functions with such a layer. These results are achieved by defining relative or differential output signals for the representation of the output information. The type of mapping achieved here is analogous to the one with high-order neural networks. The memory function in the author´s structure is imbedded in the distribution of the inhomogeneities
  • Keywords
    MIS devices; inversion layers; neural chips; distributed neural networks; fully distributed electronic transport; inhomogeneous inversion layer; memory function; multiterminal field effect semiconductor device; neural network functionality; nonlinear electronic layer; nontrivial logic functions; two-dimensional nonlinear inhomogeneous layer; vector mapping; Electron traps; Electronic circuits; Feedforward neural networks; Insulation; Logic functions; Neural network hardware; Neural networks; Neurons; Semiconductor devices; Signal mapping;
  • fLanguage
    English
  • Journal_Title
    Neural Networks, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/72.410367
  • Filename
    410367