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Zhenya Yan

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Data-driven localized waves and parameter discovery in the massive Thirring model via extended physics-informed neural networks with interface zones

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Sep 29, 2023
Junchao Chen, Jin Song, Zijian Zhou, Zhenya Yan

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Deep learning soliton dynamics and complex potentials recognition for 1D and 2D PT-symmetric saturable nonlinear Schrödinger equations

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Sep 29, 2023
Jin Song, Zhenya Yan

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Deep neural networks for solving forward and inverse problems of (2+1)-dimensional nonlinear wave equations with rational solitons

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Dec 28, 2021
Zijian Zhou, Li Wang, Zhenya Yan

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Data-driven discovery of Bäcklund transforms and soliton evolution equations via deep neural network learning schemes

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Nov 18, 2021
Zijian Zhou, Li Wang, Zhenya Yan

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Deep learning neural networks for the third-order nonlinear Schrodinger equation: Solitons, breathers, and rogue waves

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Apr 30, 2021
Zijian Zhou, Zhenya Yan

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Data-driven peakon and periodic peakon travelling wave solutions of some nonlinear dispersive equations via deep learning

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Jan 12, 2021
Li Wang, Zhenya Yan

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Data-driven rogue waves and parameter discovery in the defocusing NLS equation with a potential using the PINN deep learning

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Dec 18, 2020
Li Wang, Zhenya Yan

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