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
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;
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
DOI :
10.1109/MN.1999.758885