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SOA-based reservoir computing using up-sampling. / Manuylovich, E.; Беднякова, Анастасия Евгеньевна; Ivoilov, D. A. и др.

в: Optics Letters, Том 49, № 20, 15.10.2024, стр. 5827-5830.

Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование

Harvard

Manuylovich, E, Беднякова, АЕ, Ivoilov, DA, Terekhov, IS & Turitsyn, SK 2024, 'SOA-based reservoir computing using up-sampling', Optics Letters, Том. 49, № 20, стр. 5827-5830. https://doi.org/10.1364/OL.531160

APA

Manuylovich, E., Беднякова, А. Е., Ivoilov, D. A., Terekhov, I. S., & Turitsyn, S. K. (2024). SOA-based reservoir computing using up-sampling. Optics Letters, 49(20), 5827-5830. https://doi.org/10.1364/OL.531160

Vancouver

Manuylovich E, Беднякова АЕ, Ivoilov DA, Terekhov IS, Turitsyn SK. SOA-based reservoir computing using up-sampling. Optics Letters. 2024 окт. 15;49(20):5827-5830. doi: 10.1364/OL.531160

Author

Manuylovich, E. ; Беднякова, Анастасия Евгеньевна ; Ivoilov, D. A. и др. / SOA-based reservoir computing using up-sampling. в: Optics Letters. 2024 ; Том 49, № 20. стр. 5827-5830.

BibTeX

@article{862618b3dc774ae4ad85af8948a84410,
title = "SOA-based reservoir computing using up-sampling",
abstract = "We introduce a new approach to reservoir computing based on up-sampling and modulation, utilizing semiconductor optical amplifier and photodetector as nonlinear elements without conventionally used delay loop. We demonstrated the 400-step prediction capability of the proposed scheme for the Mackey-Glass time series test.",
author = "E. Manuylovich and Беднякова, {Анастасия Евгеньевна} and Ivoilov, {D. A.} and Terekhov, {I. S.} and Turitsyn, {S. K.}",
note = "Engineering and Physical Sciences Research Council (project EP/W002868/1); Horizon 2020 Framework Programme [ITN project POSTDIGITAL (860360)]; Russian Science Foundation (21-42-04401); Ministry of Science and Higher Education of the Russian Federation (FSUS-2021-0015).",
year = "2024",
month = oct,
day = "15",
doi = "10.1364/OL.531160",
language = "English",
volume = "49",
pages = "5827--5830",
journal = "Optics Letters",
issn = "0146-9592",
publisher = "The Optical Society",
number = "20",

}

RIS

TY - JOUR

T1 - SOA-based reservoir computing using up-sampling

AU - Manuylovich, E.

AU - Беднякова, Анастасия Евгеньевна

AU - Ivoilov, D. A.

AU - Terekhov, I. S.

AU - Turitsyn, S. K.

N1 - Engineering and Physical Sciences Research Council (project EP/W002868/1); Horizon 2020 Framework Programme [ITN project POSTDIGITAL (860360)]; Russian Science Foundation (21-42-04401); Ministry of Science and Higher Education of the Russian Federation (FSUS-2021-0015).

PY - 2024/10/15

Y1 - 2024/10/15

N2 - We introduce a new approach to reservoir computing based on up-sampling and modulation, utilizing semiconductor optical amplifier and photodetector as nonlinear elements without conventionally used delay loop. We demonstrated the 400-step prediction capability of the proposed scheme for the Mackey-Glass time series test.

AB - We introduce a new approach to reservoir computing based on up-sampling and modulation, utilizing semiconductor optical amplifier and photodetector as nonlinear elements without conventionally used delay loop. We demonstrated the 400-step prediction capability of the proposed scheme for the Mackey-Glass time series test.

UR - https://www.scopus.com/record/display.uri?eid=2-s2.0-85206276291&origin=inward&txGid=535884eecda9ec6bdb669d8cbc53d4c3

UR - http://arxiv.org/abs/2407.02117

UR - https://www.mendeley.com/catalogue/c7506c3f-fd27-32d7-acab-2fba2ce85b51/

U2 - 10.1364/OL.531160

DO - 10.1364/OL.531160

M3 - Article

C2 - 39404548

VL - 49

SP - 5827

EP - 5830

JO - Optics Letters

JF - Optics Letters

SN - 0146-9592

IS - 20

ER -

ID: 60781058