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All-optical Reservoir Computing
- 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.
- Subjects :
- Physics - Optics
Computer Science - Emerging Technologies
Subjects
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