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Data-driven soliton solutions and parameter discovery to the fourth-order nonlinear AKNS equation: a hybrid analytical and physics-informed neural network approach

Ghulam Hussain Tipu, AllahBakhsh Yazdani Cherati, Fengping Yao, Hamidreza Momeni

2025Nonlinear Dynamics12 citationsDOI

Topics & Concepts

Nonlinear systemArtificial neural networkSolitonApplied mathematicsOrder (exchange)PhysicsMathematicsStatistical physicsMathematical analysisClassical mechanicsComputer scienceArtificial intelligenceQuantum mechanicsFinanceEconomicsModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsFluid Dynamics and Vibration Analysis
Data-driven soliton solutions and parameter discovery to the fourth-order nonlinear AKNS equation: a hybrid analytical and physics-informed neural network approach | Litcius