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Journal of Optical Technology

Journal of Optical Technology

| SIMULTANEOUS RUSSIAN-ENGLISH PUBLICATION

  • Vol. 80, Iss. 10 — Oct. 1, 2013
  • pp: 616–622

Mechanism for forming internal correlation when concepts are generated on a neural network with connections produced by Fourier holography

V. N. Vasil’ev, K. A. Isakov, L. S. Lyalyushkin, and A. V. Pavlov  »View Author Affiliations


Journal of Optical Technology, Vol. 80, Issue 10, pp. 616-622 (2013)
http://dx.doi.org/10.1364/JOT.80.000616


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Abstract

The interaction of two competing mechanisms that participate in the formation of a concept is considered in developing an approach to the implementation of inductive generalization in a Fourier-holography setup as a method of generating abstract concepts on the basis of sensory-pattern processing. These mechanisms are nonlinear iterative mapping in the correlation plane, which breaks down the internal correlation of the concept, and diffraction on a rerecorded hologram, which restores the internal correlation. It is shown that the characteristics of the index (reference) pattern that represents reality and the characteristics of the hologram, determined by the properties of the recording medium and by the method of recording it, have an effect on the formation of the internal correlation of the generated concept that prevails over the characteristics of the iterative mapping.

© 2013 Optical Society of America

OCIS Codes
(070.4790) Fourier optics and signal processing : Spectrum analysis
(070.6110) Fourier optics and signal processing : Spatial filtering
(100.2960) Image processing : Image analysis
(090.6186) Holography : Spectral holography

History
Original Manuscript: February 1, 2013
Published: December 23, 2013

Citation
V. N. Vasil’ev, K. A. Isakov, L. S. Lyalyushkin, and A. V. Pavlov, "Mechanism for forming internal correlation when concepts are generated on a neural network with connections produced by Fourier holography," J. Opt. Technol. 80, 616-622 (2013)
http://www.opticsinfobase.org/jot/abstract.cfm?URI=jot-80-10-616

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