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Optoelectronic Reservoir Computing

Authors: Paquot, Yvan; Duport, Francois; Smerieri, Anteo; Dambre, Joni; Schrauwen, Benjamin; Haelterman, Marc; Massar, Serge;

Optoelectronic Reservoir Computing

Abstract

Reservoir computing is a recently introduced, highly efficient bio-inspired approach for processing time dependent data. The basic scheme of reservoir computing consists of a non linear recurrent dynamical system coupled to a single input layer and a single output layer. Within these constraints many implementations are possible. Here we report an opto-electronic implementation of reservoir computing based on a recently proposed architecture consisting of a single non linear node and a delay line. Our implementation is sufficiently fast for real time information processing. We illustrate its performance on tasks of practical importance such as nonlinear channel equalization and speech recognition, and obtain results comparable to state of the art digital implementations.

Contains main paper and two Supplementary Materials

Related Organizations
Keywords

computation, FOS: Computer and information sciences, Computer Science - Machine Learning, Technology and Engineering, Computer Science - Emerging Technologies, FOS: Physical sciences, Sciences de l'ingénieur, Reservoir Computing, delayed-feedback, delay-coupled systems, Article, Machine Learning (cs.LG), Neural and Evolutionary Computing (cs.NE), Optoelectronic, Physique, Computer Science - Neural and Evolutionary Computing, dynamical systems, Nonlinear Sciences - Chaotic Dynamics, Emerging Technologies (cs.ET), Chaotic Dynamics (nlin.CD), Physics - Optics, Optics (physics.optics)

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    695
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 0.1%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 0.1%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 1%
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
695
Top 0.1%
Top 0.1%
Top 1%
Green
gold