Skip to main content
Log in

Applications of photorefractive crystals for optical neural networks

  • Papers
  • Published:
Optical and Quantum Electronics Aims and scope Submit manuscript

Abstract

Photorefraction is a nonlinear optical effect in which large nonlinearities can be observed at relatively low optical power levels. This phenomenon has evolved from a laboratory curiosity to a useful device technology for optical information processing applications. In particular, the abilities to form holograms in real time and also to store thern for extended periods of time have aided the implementation of several pattern-reccgnition machines that are adaptive and possess a high degree of parallelism. This paper reviews the photorefractive effect as a device technology for the problem of pattern recognition and describes a photorefractive realization of an adaptive pattern classifier.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. C. KOCH, J. MARROQUIN and A. YUILLE, Proc. Natl Acad. Sci. USA 83 (1986) 4263.

    Google Scholar 

  2. B. WIDROW, R. G. WINTER and R. A. BAXTER, IEEE Trans. Acoust., Speech, Signal Process. 36 (1988) 1109.

    Google Scholar 

  3. J. J. HOPFIELD, Proc. Natl Acad. Sci. USA 79 (1982) 2554.

    Google Scholar 

  4. J. J. HOPFIELD and D. W. TANK, Biol. Cybernet. 52 (1985) 141.

    Google Scholar 

  5. D. E. RUMELHART and J. L. McCLELLAND, editors, Parallel Distributed Processing, Vol. 1 (MIT Press, Cambridge, Mass., 1986).

    Google Scholar 

  6. J. D. DENKER, editor, Neural Networks for Computing (APS Conference Proceedings No. 151, 1986).

  7. B. WIDROW, R. G. WINTER and R. A. BAXTER, IEEE Trans. Acoust., Speech, Signal Process. 36 (1988) 1109.

    Google Scholar 

  8. C. KOCH, J. MARROQUIN and A. YUILLE, Proc. Natl Acad. Sci. USA 83 (1986) 4263.

    Google Scholar 

  9. T. KOHONEN, Self-Organization and Associative Memory (Springer-Verlag, Berlin, 1984).

    Google Scholar 

  10. F. J. PINEDA, Phys. Rev. Lett. 59 (1987) 2229.

    Google Scholar 

  11. D. O. HEBB, The Organization of Behavior (Wiley, New York, 1949).

    Google Scholar 

  12. B. WIDROW and M. E. HOFF, 1960 IRE WESCON Conv. Record, Part 4 p. 96 (1960).

  13. F. ROSENBLATT, Principles of Neurodynamics: Perceptrons and the Theory of Brain Mechanisms (Spartan Books, Washington, DC, 1957).

    Google Scholar 

  14. S. LIN, F. HO, J. KIM and D. PSALTIS, OSA Technical Digest Series Vol. 6, Topical Meeting on Optical Computing, Salt Lake City, Utah (March 1991) p. 295.

  15. N. V. KUKHTAREV, V. B. MARKOV, S. G. ODULOV, M. S. SOSKIN and V. L. VINETSKII, Ferroelectrics 22 (1979) 949.

    Google Scholar 

  16. D. BRADY, Ph.D. Thesis, California Institute of Technology, Pasadena, Calif. (1990).

  17. D. PSALTIS, D. BRADY, X. G. GU and S. LIN, Nature 343 (1990) 325.

    Google Scholar 

  18. H. LEE, X. GU and D. PSALTIS, J. Appl. Phys. 65 (1989) 2191.

    Google Scholar 

  19. P. J. Van HEERDEN, Appl. Opt. 2 (1963) 387.

    Google Scholar 

  20. J. HONG, P. YEH, D. PSALTIS and D. BRADY, Opt. Lett. 15 (1990) 344.

    Google Scholar 

  21. T. Y. CHANG, J. HONG, F. VACHSS and R. McGRAW, J. Opt. Soc. Am. B 9 (1992) 1744.

    Google Scholar 

  22. F. VACHSS, C. GU, J. HONG and T. Y. CHANG, Photorefractive Materials, Effects, and Devices, Vol. 14 of OSA 1991 Technical Digest Series (Optical Society of America, Beverly, Mass., 1991) p. 92.

    Google Scholar 

  23. J. HONG and D. PSALTIS, Contemporary Nonlinear Optics, edited by G. P. Agrawal and R. W. Boyd (Academic Press, Boston, 1992).

    Google Scholar 

  24. C. GU, J. HONG, I. McMICHAEL, R. SAXENA and F. MOK, J. Opt Soc. Am. A (1992) 1978.

  25. F. MOK, M. C. TACKITT and H. M. STOLL, Opt. Lett. 16 (1991) 605.

    Google Scholar 

  26. P. YEH, T. Y. CHANG and P. H. BECKWITH, Opt. Lett. 13 (1988) 586.

    Google Scholar 

  27. J. HONG, S. CAMPBELL and P. YEH, Appl. Opt. 29 (1990) 3019.

    Google Scholar 

  28. Y. QIAO, D. PSALTIS, C. GU, J. HONG, P. YEH and R. R. NEUROGANKAR, J. Appl. Phys. 70 (1991) 4646.

    Google Scholar 

  29. M. CRONIN-GOLOMB, B. FISCHER, J. O. WHITE and A. YARIV, IEEE J. Quantum Electron. QE-20 (1984) 12.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Hong, J. Applications of photorefractive crystals for optical neural networks. Opt Quant Electron 25, S551–S568 (1993). https://doi.org/10.1007/BF00444330

Download citation

  • Received:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF00444330

Keywords

Navigation