Litcius/Paper detail

Is the neural tangent kernel of PINNs deep learning general partial differential equations always convergent?

Zijian Zhou, Zhenya Yan

2023Physica D Nonlinear Phenomena16 citationsDOI

Topics & Concepts

Partial differential equationInitializationArtificial neural networkConvergence (economics)TangentMathematicsApplied mathematicsKernel (algebra)Differential equationBoundary value problemMathematical analysisComputer scienceArtificial intelligenceGeometryPure mathematicsEconomicsProgramming languageEconomic growthModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsNuclear Engineering Thermal-Hydraulics