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

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 fo...

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Autores principales: Kokhanovskiy, Alexey, Kuprikov, Evgeny, Bednyakova, Anastasia, Popkov, Ivan, Smirnov, Sergey, Turitsyn, Sergey
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8245505/
https://www.ncbi.nlm.nih.gov/pubmed/34193928
http://dx.doi.org/10.1038/s41598-021-92996-1
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author Kokhanovskiy, Alexey
Kuprikov, Evgeny
Bednyakova, Anastasia
Popkov, Ivan
Smirnov, Sergey
Turitsyn, Sergey
author_facet Kokhanovskiy, Alexey
Kuprikov, Evgeny
Bednyakova, Anastasia
Popkov, Ivan
Smirnov, Sergey
Turitsyn, Sergey
author_sort Kokhanovskiy, Alexey
collection PubMed
description 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.
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spelling pubmed-82455052021-07-06 Inverse design of mode-locked fiber laser by particle swarm optimization algorithm Kokhanovskiy, Alexey Kuprikov, Evgeny Bednyakova, Anastasia Popkov, Ivan Smirnov, Sergey Turitsyn, Sergey Sci Rep Article 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. Nature Publishing Group UK 2021-06-30 /pmc/articles/PMC8245505/ /pubmed/34193928 http://dx.doi.org/10.1038/s41598-021-92996-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Kokhanovskiy, Alexey
Kuprikov, Evgeny
Bednyakova, Anastasia
Popkov, Ivan
Smirnov, Sergey
Turitsyn, Sergey
Inverse design of mode-locked fiber laser by particle swarm optimization algorithm
title 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_short 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
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8245505/
https://www.ncbi.nlm.nih.gov/pubmed/34193928
http://dx.doi.org/10.1038/s41598-021-92996-1
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