Literature DB >> 30732277

Fiber echo state network analogue for high-bandwidth dual-quadrature signal processing.

Mariia Sorokina, Sergey Sergeyev, Sergei Turitsyn.   

Abstract

All-optical platforms for recurrent neural networks can offer higher computational speed and energy efficiency. To produce a major advance in comparison with currently available digital signal processing methods, the new system would need to have high bandwidth and operate both signal quadratures (power and phase). Here we propose a fiber echo state network analogue (FESNA) - the first optical technology that provides both high (beyond previous limits) bandwidth and dual-quadrature signal processing. We demonstrate applicability of the designed system for prediction tasks and for the mitigation of distortions in optical communication systems with multilevel dual-quadrature encoded signals.

Year:  2019        PMID: 30732277     DOI: 10.1364/OE.27.002387

Source DB:  PubMed          Journal:  Opt Express        ISSN: 1094-4087            Impact factor:   3.894


  1 in total

1.  Fast physical repetitive patterns generation for masking in time-delay reservoir computing.

Authors:  Apostolos Argyris; Janek Schwind; Ingo Fischer
Journal:  Sci Rep       Date:  2021-03-23       Impact factor: 4.379

  1 in total

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