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Physics-Informed Neural Networks for Higher-Order Nonlinear Schrödinger Equations: Soliton Dynamics in External Potentials

This review summarizes the application of physics-informed neural networks (PINNs) for solving higher-order nonlinear partial differential equations belonging to the nonlinear Schrödinger equation (NLSE) hierarchy, including models with external potentials. We analyze recent studies in which PINNs h...

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書誌詳細
主要な著者: Leonid Serkin, Tatyana L. Belyaeva
フォーマット: Artigo
言語:Inglês
出版事項: MDPI AG 2025-06-01
シリーズ:Mathematics
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オンライン・アクセス:https://www.mdpi.com/2227-7390/13/11/1882
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