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Manipulating the harmonic mode-locked regimes inside a fiber cavity by a reinforcement learning algorithm. / Кохановский, Алексей Юрьевич; Куприков, Евгений Александрович; Серебренников, Кирилл Вадимович et al.

In: Proceedings of SPIE - The International Society for Optical Engineering, Vol. 12775, 127750N, 2023.

Research output: Contribution to journal › Conference article › peer-review

Harvard

Кохановский, АЮ, Куприков, ЕА, Серебренников, КВ, Mkrtchyan, AA, Davletkhanov, A & Gladush, Y 2023, 'Manipulating the harmonic mode-locked regimes inside a fiber cavity by a reinforcement learning algorithm', Proceedings of SPIE - The International Society for Optical Engineering, vol. 12775, 127750N. https://doi.org/10.1117/12.2687649

APA

Кохановский, А. Ю., Куприков, Е. А., Серебренников, К. В., Mkrtchyan, A. A., Davletkhanov, A., & Gladush, Y. (2023). Manipulating the harmonic mode-locked regimes inside a fiber cavity by a reinforcement learning algorithm. Proceedings of SPIE - The International Society for Optical Engineering, 12775, [127750N]. https://doi.org/10.1117/12.2687649

Vancouver

Кохановский АЮ, Куприков ЕА, Серебренников КВ, Mkrtchyan AA, Davletkhanov A, Gladush Y. Manipulating the harmonic mode-locked regimes inside a fiber cavity by a reinforcement learning algorithm. Proceedings of SPIE - The International Society for Optical Engineering. 2023;12775:127750N. doi: 10.1117/12.2687649

Author

Кохановский, Алексей Юрьевич ; Куприков, Евгений Александрович ; Серебренников, Кирилл Вадимович et al. / Manipulating the harmonic mode-locked regimes inside a fiber cavity by a reinforcement learning algorithm. In: Proceedings of SPIE - The International Society for Optical Engineering. 2023 ; Vol. 12775.

BibTeX

@article{22a51a7dcf5d45dcba43121d13e640ea,
title = "Manipulating the harmonic mode-locked regimes inside a fiber cavity by a reinforcement learning algorithm",
abstract = "Harmonic mode-locked fiber lasers provide generation of the ultrashort pulse train with high repetition rates up to gigahertz scale. However, setting appropriate parameters for the laser cavity to reach a harmonic mode-locked regime is often a non-trivial task. Depending on the dynamic of adjustment of the cavity elements one may reach unstable, multipulsing or harmonic mode-locked regimes at the same end-point parameters. Here, we demonstrate the state-of-the-art fiber mode-locked laser assisted with reinforcement Soft Actor-Critic algorithm that is capable of learning a dynamic strategy of adjusting cavity parameters to maximize the order of harmonic mode-locked regime. Control of the pumping power and nonlinear transmission function of the state-of-the-art single walled carbon nanotube saturable absorber allows reaching a stable harmonic mode-locked regime.",
author = "Кохановский, {Алексей Юрьевич} and Куприков, {Евгений Александрович} and Серебренников, {Кирилл Вадимович} and Mkrtchyan, {Aram A.} and Ayvaz Davletkhanov and Yuriy Gladush",
note = "The work of EK and KS (automatization the experimental process, development of reinforcement learning algorithms) was financially by Russian Science Foundation (Grant No. 17-72-30006-P) The work of AM, AD, YG (design of nanotube saturable absorber, design of a fiber mode-locked laser) was financially supported by Russian Science Foundation (Grant No. 20-73-10256) The work of AK (analytical analysis, development of the algorithms) was financially supported by ITMO Fellowship Program.; Quantum and Nonlinear Optics X 2023 ; Conference date: 14-10-2023 Through 16-10-2023",
year = "2023",
doi = "10.1117/12.2687649",
language = "English",
volume = "12775",
journal = "Proceedings of SPIE - The International Society for Optical Engineering",
issn = "0277-786X",
publisher = "SPIE",

}

RIS

TY - JOUR

T1 - Manipulating the harmonic mode-locked regimes inside a fiber cavity by a reinforcement learning algorithm

AU - Кохановский, Алексей Юрьевич

AU - Куприков, Евгений Александрович

AU - Серебренников, Кирилл Вадимович

AU - Mkrtchyan, Aram A.

AU - Davletkhanov, Ayvaz

AU - Gladush, Yuriy

N1 - Conference code: 10

PY - 2023

Y1 - 2023

N2 - Harmonic mode-locked fiber lasers provide generation of the ultrashort pulse train with high repetition rates up to gigahertz scale. However, setting appropriate parameters for the laser cavity to reach a harmonic mode-locked regime is often a non-trivial task. Depending on the dynamic of adjustment of the cavity elements one may reach unstable, multipulsing or harmonic mode-locked regimes at the same end-point parameters. Here, we demonstrate the state-of-the-art fiber mode-locked laser assisted with reinforcement Soft Actor-Critic algorithm that is capable of learning a dynamic strategy of adjusting cavity parameters to maximize the order of harmonic mode-locked regime. Control of the pumping power and nonlinear transmission function of the state-of-the-art single walled carbon nanotube saturable absorber allows reaching a stable harmonic mode-locked regime.

AB - Harmonic mode-locked fiber lasers provide generation of the ultrashort pulse train with high repetition rates up to gigahertz scale. However, setting appropriate parameters for the laser cavity to reach a harmonic mode-locked regime is often a non-trivial task. Depending on the dynamic of adjustment of the cavity elements one may reach unstable, multipulsing or harmonic mode-locked regimes at the same end-point parameters. Here, we demonstrate the state-of-the-art fiber mode-locked laser assisted with reinforcement Soft Actor-Critic algorithm that is capable of learning a dynamic strategy of adjusting cavity parameters to maximize the order of harmonic mode-locked regime. Control of the pumping power and nonlinear transmission function of the state-of-the-art single walled carbon nanotube saturable absorber allows reaching a stable harmonic mode-locked regime.

UR - https://www.scopus.com/record/display.uri?eid=2-s2.0-85180155323&origin=inward&txGid=a2251bd96484cc4c8035c107b087e750

UR - https://www.mendeley.com/catalogue/10bf550c-bfef-3057-a27a-ca6d933db094/

U2 - 10.1117/12.2687649

DO - 10.1117/12.2687649

M3 - Conference article

VL - 12775

JO - Proceedings of SPIE - The International Society for Optical Engineering

JF - Proceedings of SPIE - The International Society for Optical Engineering

SN - 0277-786X

M1 - 127750N

T2 - Quantum and Nonlinear Optics X 2023

Y2 - 14 October 2023 through 16 October 2023

ER -

ID: 59399222