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 pr...

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Main Authors: Alexey Kokhanovskiy, Evgeny Kuprikov, Anastasia Bednyakova, Ivan Popkov, Sergey Smirnov, Sergey Turitsyn
Format: Article
Language:English
Published: Nature Publishing Group 2021-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-92996-1
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spelling doaj-a9921c049d5a4aebbaed7ba66df8b88b2021-07-04T11:27:43ZengNature Publishing GroupScientific Reports2045-23222021-06-011111910.1038/s41598-021-92996-1Inverse design of mode-locked fiber laser by particle swarm optimization algorithmAlexey Kokhanovskiy0Evgeny Kuprikov1Anastasia Bednyakova2Ivan Popkov3Sergey Smirnov4Sergey Turitsyn5Novosibirsk State UniversityNovosibirsk State UniversityNovosibirsk State UniversityNovosibirsk State UniversityNovosibirsk State UniversityNovosibirsk State UniversityAbstract 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.https://doi.org/10.1038/s41598-021-92996-1
collection DOAJ
language English
format Article
sources DOAJ
author Alexey Kokhanovskiy
Evgeny Kuprikov
Anastasia Bednyakova
Ivan Popkov
Sergey Smirnov
Sergey Turitsyn
spellingShingle Alexey Kokhanovskiy
Evgeny Kuprikov
Anastasia Bednyakova
Ivan Popkov
Sergey Smirnov
Sergey Turitsyn
Inverse design of mode-locked fiber laser by particle swarm optimization algorithm
Scientific Reports
author_facet Alexey Kokhanovskiy
Evgeny Kuprikov
Anastasia Bednyakova
Ivan Popkov
Sergey Smirnov
Sergey Turitsyn
author_sort Alexey Kokhanovskiy
title Inverse design of mode-locked fiber laser by particle swarm optimization algorithm
title_short Inverse design of mode-locked fiber laser by particle swarm optimization algorithm
title_full Inverse design of mode-locked fiber laser by particle swarm optimization algorithm
title_fullStr Inverse design of mode-locked fiber laser by particle swarm optimization algorithm
title_full_unstemmed Inverse design of mode-locked fiber laser by particle swarm optimization algorithm
title_sort inverse design of mode-locked fiber laser by particle swarm optimization algorithm
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-06-01
description 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.
url https://doi.org/10.1038/s41598-021-92996-1
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