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

Research output: Contribution to journalArticle

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.
Original languageEnglish
Article number2387
Pages (from-to)2387-2395
Number of pages9
JournalOptics Express
Volume27
Issue number3
Early online date25 Jan 2019
DOIs
Publication statusPublished - 4 Feb 2019

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quadratures
signal processing
echoes
analogs
bandwidth
fibers
optical communication
telecommunication
platforms
predictions
energy

Bibliographical note

© 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

Cite this

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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.",
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Fiber echo state network analogue for high-bandwidth dual-quadrature signal processing. / Sorokina, Mariia; Sergeyev, Sergey; Turitsyn, Sergei.

In: Optics Express, Vol. 27, No. 3, 2387, 04.02.2019, p. 2387-2395.

Research output: Contribution to journalArticle

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