Dynamic analysis on optical pulses via modified PINNs: Soliton solutions, rogue waves and parameter discovery of the CQ-NLSE

Yu-Hang Yin, Xing Lü

2023Communications in Nonlinear Science and Numerical Simulation62 citationsDOI

Topics & Concepts

Rogue waveSolitonNonlinear Schrödinger equationNonlinear systemTransformation (genetics)PhysicsArtificial neural networkModulational instabilityLax pairApplied mathematicsMathematicsComputer scienceQuantum mechanicsMachine learningChemistryGeneBiochemistryNonlinear Waves and SolitonsAdvanced Fiber Laser TechnologiesNonlinear Photonic Systems