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Optoelectronic Reservoir Computing

delete2012-02-27
delete659
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OA
AI
P
Paquot, Y.
D
Duport, F.
S
Smerieri, A.
D
Dambre, J.
S
Schrauwen, B.
H
Haelterman, M.
M
Massar, S. *
DOI:10.1038/srep00287delete
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Abstract

Abstract

En 中文
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 results comparable to state of the art digital implementations.
Keywords:
ALGORITHMS
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Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

Scientific Reports cover
Scientific Reports
IF:
3.9
Papers:
27.9W
Citations:
83.5W

Organization

G
Ghent University
Scholars:
5.2W
Papers: 4.5W
Citations: 5.5W
U
universite libre de bruxelles
Scholars:
2.0W
Papers: 1.7W
Citations: 27
Cited Papers

Cited Papers

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errVerstraeten, D.; Schrauwen, B.; D'Haene, M.; Stroobandt, D.
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Toward optical signal processing using Photonic Reservoir Computing
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errVandoorne, Kristof; Dierckx, Wouter; Schrauwen, Benjamin; Verstraeten, David; Baets, Roel; Bienstman, Peter; Van Campenhout, Jan
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A NOTE ON ESTIMATING INTERINDUSTRY FLOWS*
err2006-07-28
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errHeikki Eskelinen; Martti Suorsa
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Information processing using a single dynamical node as complex system
err2011-09-13
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errAppeltant, L.; Soriano, M. C.; Van der Sande, G.; Danckaert, J.; Massar, S.; Dambre, J.; Schrauwen, B.; Mirasso, C. R.; Fischer, I.
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The influence of pre-existing thrust faults on normal fault geometry in nature and in experiments
err1995-08-01
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errClaudio Faccenna; Thierry Nalpas; Jean-Pierre Brun; Philippe Davy; Vittorio Bosi
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Optimization and applications of echo state networks with leaky-integrator neurons
err2007-04-01
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errJaegera, Herbert; Lukosevicius, Mantas; Popovici, Dan; Siewert, Udo
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Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing
err2012-01-27
err673
errOAAI
errLarger, L.; Soriano, M. C.; Brunner, D.; Appeltant, L.; Gutierrez, J. M.; Pesquera, L.; Mirasso, C. R.; Fischer, I.
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