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Inverse design of mode-locked fiber laser by particle swarm optimization algorithm. / Kokhanovskiy, Alexey; Kuprikov, Evgeny; Bednyakova, Anastasia et al.

In: Scientific Reports, Vol. 11, No. 1, 13555, 30.06.2021.

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Kokhanovskiy A, Kuprikov E, Bednyakova A, Popkov I, Smirnov S, Turitsyn S. Inverse design of mode-locked fiber laser by particle swarm optimization algorithm. Scientific Reports. 2021 Jun 30;11(1):13555. doi: 10.1038/s41598-021-92996-1

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@article{2e19df5a5a034255b24a69b2855f51bc,
title = "Inverse design of mode-locked fiber laser by particle swarm optimization algorithm",
abstract = "A wide variety of laser applications, that often require radiation with specific characteristics, and relative flexibility of laser configurations offer a prospect of designing systems with the parameters on demand. The inverse laser design problem is to find the system architecture that provides for the generation of the desired laser output. However, typically, such inverse problems for nonlinear systems are sensitive to the computation of the gradients of a target (fitness) function making direct back propagation approach challenging. We apply here particle swarm optimization algorithm that does not rely on the gradients of the fitness function to the design of a fiber 8-figure laser cavity. This technique allows us to determine the laser cavity architectures tailored to generating on demand pulses with duration in the range of 1.5–105 ps and spectral width in the interval 0.1–20.5 nm. The proposed design optimisation algorithm can be applied to a variety of laser applications, and, more generally, in a range of engineering systems with flexible adjustable configurations and the outputs on demand.",
author = "Alexey Kokhanovskiy and Evgeny Kuprikov and Anastasia Bednyakova and Ivan Popkov and Sergey Smirnov and Sergey Turitsyn",
note = "Funding Information: This work was supported by the Russian Science Foundation (Grant No. 17-72-30006). Publisher Copyright: {\textcopyright} 2021, The Author(s). Copyright: Copyright 2021 Elsevier B.V., All rights reserved.",
year = "2021",
month = jun,
day = "30",
doi = "10.1038/s41598-021-92996-1",
language = "English",
volume = "11",
journal = "Scientific Reports",
issn = "2045-2322",
publisher = "Nature Publishing Group",
number = "1",

}

RIS

TY - JOUR

T1 - Inverse design of mode-locked fiber laser by particle swarm optimization algorithm

AU - Kokhanovskiy, Alexey

AU - Kuprikov, Evgeny

AU - Bednyakova, Anastasia

AU - Popkov, Ivan

AU - Smirnov, Sergey

AU - Turitsyn, Sergey

N1 - Funding Information: This work was supported by the Russian Science Foundation (Grant No. 17-72-30006). Publisher Copyright: © 2021, The Author(s). Copyright: Copyright 2021 Elsevier B.V., All rights reserved.

PY - 2021/6/30

Y1 - 2021/6/30

N2 - A wide variety of laser applications, that often require radiation with specific characteristics, and relative flexibility of laser configurations offer a prospect of designing systems with the parameters on demand. The inverse laser design problem is to find the system architecture that provides for the generation of the desired laser output. However, typically, such inverse problems for nonlinear systems are sensitive to the computation of the gradients of a target (fitness) function making direct back propagation approach challenging. We apply here particle swarm optimization algorithm that does not rely on the gradients of the fitness function to the design of a fiber 8-figure laser cavity. This technique allows us to determine the laser cavity architectures tailored to generating on demand pulses with duration in the range of 1.5–105 ps and spectral width in the interval 0.1–20.5 nm. The proposed design optimisation algorithm can be applied to a variety of laser applications, and, more generally, in a range of engineering systems with flexible adjustable configurations and the outputs on demand.

AB - A wide variety of laser applications, that often require radiation with specific characteristics, and relative flexibility of laser configurations offer a prospect of designing systems with the parameters on demand. The inverse laser design problem is to find the system architecture that provides for the generation of the desired laser output. However, typically, such inverse problems for nonlinear systems are sensitive to the computation of the gradients of a target (fitness) function making direct back propagation approach challenging. We apply here particle swarm optimization algorithm that does not rely on the gradients of the fitness function to the design of a fiber 8-figure laser cavity. This technique allows us to determine the laser cavity architectures tailored to generating on demand pulses with duration in the range of 1.5–105 ps and spectral width in the interval 0.1–20.5 nm. The proposed design optimisation algorithm can be applied to a variety of laser applications, and, more generally, in a range of engineering systems with flexible adjustable configurations and the outputs on demand.

UR - http://www.scopus.com/inward/record.url?scp=85109140760&partnerID=8YFLogxK

UR - https://elibrary.ru/item.asp?id=46885381

U2 - 10.1038/s41598-021-92996-1

DO - 10.1038/s41598-021-92996-1

M3 - Article

C2 - 34193928

AN - SCOPUS:85109140760

VL - 11

JO - Scientific Reports

JF - Scientific Reports

SN - 2045-2322

IS - 1

M1 - 13555

ER -

ID: 29095008