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Optics Letters

| RAPID, SHORT PUBLICATIONS ON THE LATEST IN OPTICAL DISCOVERIES

  • Vol. 14, Iss. 14 — Jul. 15, 1989
  • pp: 716–718

Experimental learning in an optical perceptronlike neural network

Hisao Yoshinaga, Ken-ichi Kitayama, and Terushige Hori  »View Author Affiliations


Optics Letters, Vol. 14, Issue 14, pp. 716-718 (1989)
http://dx.doi.org/10.1364/OL.14.000716


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Abstract

An optical perceptronlike neural network employing a delta learning rule and consisting of input units and a single output unit is constructed. Photorefractive crystals are used as holographic media for the interconnections between the input and the output layers. The learning rate for interconnection weight changes is optimally determined by setting the exposure time of the hologram. A learning experiment verifies the learning schedule's prediction that a fast, stable convergence of the learning process without oscillatory action can be obtained.

© 1989 Optical Society of America

History
Original Manuscript: February 2, 1989
Manuscript Accepted: May 3, 1989
Published: July 15, 1989

Citation
Hisao Yoshinaga, Terushige Hori, and Ken-ichi Kitayama, "Experimental learning in an optical perceptronlike neural network," Opt. Lett. 14, 716-718 (1989)
http://www.opticsinfobase.org/ol/abstract.cfm?URI=ol-14-14-716


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References

  1. B. Irie, S. Miyake, in IEEE Annual International Conference on Neural Networks (Institute of Electrical and Electronics Engineers, New York, 1988), p. I-641.
  2. D. E. Rumelhart, J. L. McClellandthe PDP Research Group, Parallel Distributed Processing (MIT Press, Cambridge, Mass., 1986), Vol. 1.
  3. A. D. Fisher, W. L. Lippincott, J. N. Lee, Appl. Opt. 26, 5039 (1987). [CrossRef] [PubMed]
  4. K. Wagner, D. Psaltis, Appl. Opt. 26, 5061 (1987). [CrossRef] [PubMed]
  5. Y. Owechko, Appl. Opt. 26, 5104 (1987). [CrossRef] [PubMed]
  6. D. Psaltis, D. Brady, K. Wagner, Appl. Opt. 27, 1752 (1988). [CrossRef]
  7. H. Yoshinaga, K. Kitayama, T. Hara, Opt. Lett. 14, 202 (1989). [CrossRef] [PubMed]

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