All-optical reservoir computing

Unknown author(s)

Optics Express · 2012 · 480 citations · 12 references

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Concepts

TL;DR

Reservoir Computing uses a nonlinear recurrent dynamical system for information processing, and recent electronic and optoelectronic implementations with a single nonlinear node and delay loop have achieved performance comparable to state‑of‑the‑art digital systems. This work presents an all‑optical Reservoir Computer built from off‑the‑shelf optical telecommunications components. The system employs the saturation of a semiconductor optical amplifier as its nonlinear element. The results demonstrate that all‑optical Reservoir Computing can attain state‑of‑the‑art performance.

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.

References

12