• DocumentCode
    2725381
  • Title

    Backpropagation training of an optical neural network

  • Author

    Steck, James E. ; Skinner, Steven R. ; Cruz-Cabrera, Alvaro A. ; Yang, Mingtao ; Behrman, Elizabeth C.

  • Author_Institution
    Dept. of Mech. Eng., Wichita State Univ., KS, USA
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    346
  • Lastpage
    351
  • Abstract
    The experimental demonstration of optical backpropagation in a feedforward optical neural network, developed by the authors, is presented. To our knowledge, this is the first report of backpropagation training in an optical system. The network uses a thermal nonlinear material as a neural processing layer and a photorefractive crystal as a phase conjugate mirror to backpropagate the optical error. The nonlinear material modulates the phase front of a forward propagating information beam by dynamically altering the index of the refraction profile of the material via a stronger weighting beam
  • Keywords
    backpropagation; feedforward neural nets; optical neural nets; refractive index; backpropagation training; dynamic alteration; feedforward neural network; neural processing layer; optical backpropagation; optical error; optical neural network; phase conjugate mirror; photorefractive crystal; refraction profile index alteration; thermal nonlinear material; weighting beam; Backpropagation; Crystalline materials; Neural networks; Nonlinear optics; Optical computing; Optical fiber networks; Optical materials; Optical modulation; Optical refraction; Photorefractive materials;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on
  • Conference_Location
    Granada
  • Print_ISBN
    0-7695-0043-9
  • Type

    conf

  • DOI
    10.1109/MN.1999.758885
  • Filename
    758885