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

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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.

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Sorokina, M, Sergeyev, S & Turitsyn, S 2019, 'Fiber echo state network analogue for high-bandwidth dual-quadrature signal processing' Optics Express, vol. 27, no. 3, 2387, pp. 2387-2395. https://doi.org/10.1364/OE.27.002387

APA

Sorokina, M., Sergeyev, S., & Turitsyn, S. (2019). Fiber echo state network analogue for high-bandwidth dual-quadrature signal processing. Optics Express, 27(3), 2387-2395. [2387]. https://doi.org/10.1364/OE.27.002387

Vancouver

Sorokina M, Sergeyev S, Turitsyn S. Fiber echo state network analogue for high-bandwidth dual-quadrature signal processing. Optics Express. 2019 Feb 4;27(3):2387-2395. 2387. https://doi.org/10.1364/OE.27.002387

Author

Sorokina, Mariia ; Sergeyev, Sergey ; Turitsyn, Sergei. / Fiber echo state network analogue for high-bandwidth dual-quadrature signal processing. In: Optics Express. 2019 ; Vol. 27, No. 3. pp. 2387-2395.

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@article{4cd08fbd78934a63af63707d0e2688f7,
title = "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.",
author = "Mariia Sorokina and Sergey Sergeyev and Sergei Turitsyn",
note = "{\circledC} 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",
year = "2019",
month = "2",
day = "4",
doi = "10.1364/OE.27.002387",
language = "English",
volume = "27",
pages = "2387--2395",
journal = "Optics Express",
issn = "1094-4087",
publisher = "The Optical Society",
number = "3",

}

RIS (suitable for import to EndNote) - Download

TY - JOUR

T1 - Fiber echo state network analogue for high-bandwidth dual-quadrature signal processing

AU - Sorokina, Mariia

AU - Sergeyev, Sergey

AU - Turitsyn, Sergei

N1 - © 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

PY - 2019/2/4

Y1 - 2019/2/4

N2 - 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.

AB - 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.

UR - https://www.osapublishing.org/oe/abstract.cfm?uri=oe-27-3-2387

UR - http://www.scopus.com/inward/record.url?scp=85060994178&partnerID=8YFLogxK

U2 - 10.1364/OE.27.002387

DO - 10.1364/OE.27.002387

M3 - Article

VL - 27

SP - 2387

EP - 2395

JO - Optics Express

T2 - Optics Express

JF - Optics Express

SN - 1094-4087

IS - 3

M1 - 2387

ER -

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