Research output: Contribution to journal › Article › peer-review
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.Research output: Contribution to journal › Article › peer-review
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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