Optoelectronic reservoir computing: tackling noise-induced performance degradation

Optoelectronic reservoir computing: tackling noise-induced performance degradation

We present improved strategies to perform photonic information processing using an optoelectronic oscillator with delayed feedback. In particular, we study, via numerical simulations and experiments, the influence of a finite signal-to-noise ratio on the computing performance. We illustrate that the...

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Veröffentlicht in:Optics express 2013-01, Vol.21 (1), p.12-20
Hauptverfasser: Soriano, M C, Ortín, S, Brunner, D, Larger, L, Mirasso, C R, Fischer, I, Pesquera, L
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Engineering Sciences
Optics
Photonic
Physics
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container_end_page 20
container_issue 1
container_start_page 12
container_title Optics express
container_volume 21
creator Soriano, M C
Ortín, S
Brunner, D
Larger, L
Mirasso, C R
Fischer, I
Pesquera, L
description We present improved strategies to perform photonic information processing using an optoelectronic oscillator with delayed feedback. In particular, we study, via numerical simulations and experiments, the influence of a finite signal-to-noise ratio on the computing performance. We illustrate that the performance degradation induced by noise can be compensated for via multi-level pre-processing masks.
doi_str_mv 10.1364/OE.21.000012
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subjects Engineering Sciences
Optics
Photonic
Physics
title Optoelectronic reservoir computing: tackling noise-induced performance degradation
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