Infrared and Laser Engineering, Volume. 52, Issue 12, 20230188(2023)

Nonlinear dynamic modeling of fiber optics driven by physics-informed neural network

Xiao Luo, Min Zhang, Xiaotian Jiang, Yuchen Song, Ximeng Zhang, and Danshi Wang*
Author Affiliations
  • State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing 100876, China
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    References(19)

    [10] [10] Jiang X, Wang D, Fan Q, et al. Solving the nonlinear schrödinger equation in optical fibers using physicsinfmed neural wk[C]Optical Fiber Communication Conference (OFC) 2021: M3H8.

    [13] A G Baydin, B A Pearlmutter, A A Radul, et al. Automatic differentiation in machine learning: a survey. J Mach Learn Res, 8, 18, 1-43(2201).

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    Xiao Luo, Min Zhang, Xiaotian Jiang, Yuchen Song, Ximeng Zhang, Danshi Wang. Nonlinear dynamic modeling of fiber optics driven by physics-informed neural network[J]. Infrared and Laser Engineering, 2023, 52(12): 20230188

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    Paper Information

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    Received: Mar. 31, 2023

    Accepted: --

    Published Online: Feb. 23, 2024

    The Author Email: Wang Danshi (.danshi_wang@bupt.edu.cn)

    DOI:10.3788/IRLA20230188

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