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...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: Alexey Kokhanovskiy, Evgeny Kuprikov, Anastasia Bednyakova, Ivan Popkov, Sergey Smirnov, Sergey Turitsyn
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
Materias:
R
Q
Acceso en línea:https://doaj.org/article/a9921c049d5a4aebbaed7ba66df8b88b
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:doaj.org-article:a9921c049d5a4aebbaed7ba66df8b88b
record_format dspace
spelling oai:doaj.org-article:a9921c049d5a4aebbaed7ba66df8b88b2021-12-02T14:33:57ZInverse design of mode-locked fiber laser by particle swarm optimization algorithm10.1038/s41598-021-92996-12045-2322https://doaj.org/article/a9921c049d5a4aebbaed7ba66df8b88b2021-06-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-92996-1https://doaj.org/toc/2045-2322Abstract 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.Alexey KokhanovskiyEvgeny KuprikovAnastasia BednyakovaIvan PopkovSergey SmirnovSergey TuritsynNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-9 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Alexey Kokhanovskiy
Evgeny Kuprikov
Anastasia Bednyakova
Ivan Popkov
Sergey Smirnov
Sergey Turitsyn
Inverse design of mode-locked fiber laser by particle swarm optimization algorithm
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.
format article
author Alexey Kokhanovskiy
Evgeny Kuprikov
Anastasia Bednyakova
Ivan Popkov
Sergey Smirnov
Sergey Turitsyn
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 Portfolio
publishDate 2021
url https://doaj.org/article/a9921c049d5a4aebbaed7ba66df8b88b
work_keys_str_mv AT alexeykokhanovskiy inversedesignofmodelockedfiberlaserbyparticleswarmoptimizationalgorithm
AT evgenykuprikov inversedesignofmodelockedfiberlaserbyparticleswarmoptimizationalgorithm
AT anastasiabednyakova inversedesignofmodelockedfiberlaserbyparticleswarmoptimizationalgorithm
AT ivanpopkov inversedesignofmodelockedfiberlaserbyparticleswarmoptimizationalgorithm
AT sergeysmirnov inversedesignofmodelockedfiberlaserbyparticleswarmoptimizationalgorithm
AT sergeyturitsyn inversedesignofmodelockedfiberlaserbyparticleswarmoptimizationalgorithm
_version_ 1718391150104018944