Nonlinear interaction multi-domain physics-informed neural networks for the hybrid rogue wave and breather solutions of the nonlinear Schrödinger equation

Jiaxin Chen, Biao Li, Manwai Yuen

2025Communications in Nonlinear Science and Numerical Simulation7 citationsDOI

Topics & Concepts

BreatherRogue waveNonlinear systemNonlinear Schrödinger equationDomain (mathematical analysis)PhysicsArtificial neural networkStatistical physicsClassical mechanicsQuantum mechanicsMathematicsMathematical analysisComputer scienceMachine learningModel Reduction and Neural NetworksNonlinear Photonic SystemsNonlinear Waves and Solitons