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All-optical Reservoir Computing

Authors :
Duport, François
Schneider, Bendix
Smerieri, Anteo
Haelterman, Marc
Massar, Serge
Source :
Optics Express, Vol. 20 Issue 20, pp.22783-22795 (2012)
Publication Year :
2012

Abstract

Reservoir Computing is a novel computing paradigm which uses a nonlinear recurrent dynamical system to carry out information processing. Recent electronic and optoelectronic Reservoir Computers based on an architecture with a single nonlinear node and a delay loop have shown performance on standardized tasks comparable to state-of-the-art digital implementations. Here we report an all-optical implementation of a Reservoir Computer, made of off-the-shelf components for optical telecommunications. It uses the saturation of a semiconductor optical amplifier as nonlinearity. The present work shows that, within the Reservoir Computing paradigm, all-optical computing with state-of-the-art performance is possible.

Details

Database :
arXiv
Journal :
Optics Express, Vol. 20 Issue 20, pp.22783-22795 (2012)
Publication Type :
Report
Accession number :
edsarx.1207.1619
Document Type :
Working Paper
Full Text :
https://doi.org/10.1364/OE.20.022783