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Nonlinear Thresholding

  • Cornelia Denz
Chapter
  • 168 Downloads

Abstract

Now that we have got an insight into the possibilities to realize all-optical interconnection devices for different storage and interconnection purposes, we have to focus our attention on the second necessary key component of a neural structure: The nonlinear decision or thresholding element. The threshold unit is the key element of a neural net, because its slope decides, whether the net is able to solve nonlinear decision problems. Together with the interconnection unit, it forms the heart of any neural net and provides the means to realize simple optical neural networks, e.g. with associative memory features. Therefore, both components together are often called the optical neuron itself. If we are able to construct these two key compents of neural net devices, we are ready to construct already a variety of simple optical neural networks as they will be presented in the third part of that book.

Keywords

Ring Resonator Threshold Function Spatial Light Modulator Phase Conjugate Soft Thresholding 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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Further Reading

  1. 1.
    M. Wang, A. Freeman, Neural Function, Little, Brown, Boston (1987). This book describes in detail the different neuronal threshold functions, giving attention to problems as the realization of bipolar thresholding, exhibitory and inhibitory neuronal functions.Google Scholar
  2. 2.
    H. Haken, Neural and Synergetic Computers, Springer-Verlag, Berlin (1988). This introduction into synergetics contains several ideas how to use feedback systems as thresholders, exploiting self-organization.CrossRefGoogle Scholar

Copyright information

© Springer Fachmedien Wiesbaden 1998

Authors and Affiliations

  • Cornelia Denz
    • 1
  1. 1.Institut für Angewandte Optik, AG Photorefraktive OptikTechnische Universität DarmstadtDarmstadtGermany

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