articleScientific ReportsFeb 27, 2012GOLD OA

Optoelectronic Reservoir Computing

YPY. PaquotFDF. DuportASA. SmerieriJDJ. DambreBSB. Schrauwen

Université Libre de Bruxelles · Ghent University

PubMed
Indexed inarxivcrossrefdoajpubmed

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 optoelectronic 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…

Citation impact

755
total citations
FWCI
33.60
Percentile
100%
References
23
Citations per year

Authors

7
  • YP
    Y. PaquotCorresponding

    Université Libre de Bruxelles

  • FD
    F. Duport

    Université Libre de Bruxelles

  • AS
    A. Smerieri

    Université Libre de Bruxelles

  • JD
    J. Dambre

    Ghent University

  • BS
    B. Schrauwen

    Ghent University

Topics & keywords

Keywords
  • Reservoir computing
  • Node (physics)
  • Channel (broadcasting)
  • Nonlinear system
  • Scheme (mathematics)
  • Equalization (audio)
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