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Optics Letters

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  • Vol. 14, Iss. 4 — Feb. 15, 1989
  • pp: 202–204

All-optical error-signal generation for backpropagation learning in optical multilayer neural networks

Hisao Yoshinaga, Ken-ichi Kitayama, and Tsutomu Hara  »View Author Affiliations


Optics Letters, Vol. 14, Issue 4, pp. 202-204 (1989)
http://dx.doi.org/10.1364/OL.14.000202


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Abstract

An all-optical error signal based on the generalized delta rule for backpropagation learning in optical multilayer networks is experimentally obtained. Optically addressable microchannel spatial light modulators are used to perform key functional operations for the error signal such as subtraction, soft thresholding, and taking the derivative of the thresholding function. The error signals are readily available to adaptive optical multilayer networks in which photorefractive crystals are used to determine the connection weights between processing units.

© 1989 Optical Society of America

History
Original Manuscript: August 23, 1988
Manuscript Accepted: December 7, 1988
Published: February 15, 1989

Citation
Hisao Yoshinaga, Ken-ichi Kitayama, and Tsutomu Hara, "All-optical error-signal generation for backpropagation learning in optical multilayer neural networks," Opt. Lett. 14, 202-204 (1989)
http://www.opticsinfobase.org/ol/abstract.cfm?URI=ol-14-4-202


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References

  1. J. L. McClelland, D. E. Rumelhartthe PDP research group, Parallel Distributed Processing (MIT Press, Cambridge, Mass., 1986), Vol. 1.
  2. A. D. Fisher, W. L. Lippincott, J. N. Lee, Appl. Opt. 26, 5039 (1987). [CrossRef] [PubMed]
  3. K. Wagner, D. Psaltis, Appl. Opt. 26, 5061 (1987). [CrossRef] [PubMed]
  4. Y. Owechko, Appl. Opt. 26, 5104 (1987). [CrossRef] [PubMed]
  5. D. Psaltis, D. Brady, K. Wagner, Appl. Opt. 27, 1752 (1988). [CrossRef]
  6. T. Hara, T. Ooi, T. Kao, Y. Suzuki, Proc. Soc. Photo-Opt. Instrum. Eng. 613, 153 (1986).

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