Data-driven prediction of soliton solutions of the higher-order NLSE via the strongly-constrained PINN method
Yin Fang, Yue‐Yue Wang, Wei Liu, Chao‐Qing Dai
Topics & Concepts
Artificial neural networkSolitonPartial differential equationNonlinear systemConvergence (economics)Stability (learning theory)Applied mathematicsMathematicsPartial derivativeNonlinear Schrödinger equationDifferential equationComputer scienceMathematical optimizationAlgorithmSchrödinger equationMathematical analysisArtificial intelligencePhysicsMachine learningEconomicsEconomic growthQuantum mechanicsModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsNuclear Engineering Thermal-Hydraulics