All-optical reservoir computing.

François Duport, Bendix Schneider, Anteo Smerieri, Marc Haelterman, Serge Massar
Author Information
  1. François Duport: Department of Photonics Engineering, Technical University of Denmark, Kgs Lyngby 2800, Denmark.

Abstract

Reservoir Computing is a novel computing paradigm that 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.

MeSH Term

Computer-Aided Design
Computing Methodologies
Equipment Design
Equipment Failure Analysis
Optical Devices
Semiconductors
Signal Processing, Computer-Assisted

Word Cloud

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