A new approach for implementing artificial neural networks (ANNs), bas
ed on a novel concept in volume holographic storage - electroholograph
y (EH) - is described. EH is based on the use of paraelectric photoref
ractive crystals in which the photorefractive mechanism is created in
the paraelectric phase. Thus the quadratic electrooptic effect is used
to transform the information carrying space charge fields into birefr
ingence gratings, and therefore the diffraction efficiency is governed
by an external electric field. This principle enables the constructio
n of a page oriented architecture in which each neuron is implemented
as a local electronic circuit, governing the diffraction efficiency of
a small volume hologram representing the axon of the neuron. The EH a
pproach is expected to enable the construction of networks with 10(5)-
10(6) neurons, each with 10(3)-10(4) synapses.