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

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.

Publication DOI: https://doi.org/10.1364/OE.27.002387
Divisions: College of Engineering & Physical Sciences
College of Engineering & Physical Sciences > Aston Institute of Photonics Technology (AIPT)
College of Engineering & Physical Sciences > School of Informatics and Digital Engineering > Electrical and Electronic Engineering
College of Engineering & Physical Sciences > Systems analytics research institute (SARI)
Additional Information: © 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement Funding: Royal Academy of Engineering Research Fellowship RF\201718\17154
Uncontrolled Keywords: Atomic and Molecular Physics, and Optics
Publication ISSN: 1094-4087
Full Text Link:
Related URLs: https://www.osa ... ri=oe-27-3-2387 (Publisher URL)
http://www.scop ... tnerID=8YFLogxK (Scopus URL)
PURE Output Type: Article
Published Date: 2019-02-04
Published Online Date: 2019-01-25
Accepted Date: 2018-12-31
Authors: Sorokina, Mariia (ORCID Profile 0000-0001-6082-0316)
Sergeyev, Sergey (ORCID Profile 0000-0002-1515-5019)
Turitsyn, Sergei (ORCID Profile 0000-0003-0101-3834)

Download

[img]

Version: Published Version

License: ["licenses_description_other" not defined]

| Preview

Export / Share Citation


Statistics

Additional statistics for this record