Data-driven soliton solutions and parameters discovery of the coupled nonlinear wave equations via a deep learning method
Xiaoli Wang, Zekang Wu, Jin Song, Wenjing Han, Zhenya Yan
Topics & Concepts
Korteweg–de Vries equationSolitonNonlinear systemRobustness (evolution)Artificial neural networkCollocation (remote sensing)Partial differential equationMoment (physics)Applied mathematicsDeep learningInverse problemMathematicsComputer sciencePhysicsMathematical analysisClassical mechanicsArtificial intelligenceGeneBiochemistryChemistryMachine learningQuantum mechanicsModel Reduction and Neural NetworksFractional Differential Equations SolutionsNonlinear Waves and Solitons