Physics-informed neural networks with parameter asymptotic strategy for learning singularly perturbed convection-dominated problem
Fujun Cao, Fei Gao, Xiaobin Guo, Dongfang Yuan
Topics & Concepts
Singular perturbationArtificial neural networkPerturbation (astronomy)MathematicsBoundary value problemApplied mathematicsPartial differential equationA priori and a posterioriMathematical analysisConvection–diffusion equationMathematical optimizationComputer sciencePhysicsArtificial intelligencePhilosophyEpistemologyQuantum mechanicsModel Reduction and Neural NetworksMagnetic Properties and ApplicationsFluid Dynamics and Vibration Analysis