Litcius/Paper detail

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

Li Wang, Zhenya Yan

2021Physics Letters A143 citationsDOIOpen Access PDF

Topics & Concepts

Rogue waveNonlinear systemFunction (biology)Deep learningGaussianArtificial neural networkMathematical analysisNonlinear Schrödinger equationMathematicsBoundary value problemPartial differential equationPhysicsSchrödinger equationComputer scienceArtificial intelligenceQuantum mechanicsEvolutionary biologyBiologyModel Reduction and Neural NetworksFractional Differential Equations SolutionsMeteorological Phenomena and Simulations