A novel hybrid analytical–PINNs approach for data-driven soliton dynamics and parameter discovery in the Kairat-II-X equation
Ghulam Hussain Tipu, AllahBakhsh Yazdani Cherati, Hamidreza Momeni, Fengping Yao
Topics & Concepts
SolitonNonlinear systemRobustness (evolution)Artificial neural networkEmbeddingComputer scienceRegularization (linguistics)BreatherApplied mathematicsPolynomialMathematicsDifferential equationPhysicsAlgorithmHybrid systemStatistical physicsNonlinear dynamical systemsEstimation theoryBackpropagationApproximation theoryPolynomial chaosNumerical analysisPartial differential equationModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsMeteorological Phenomena and Simulations