Physics-informed machine learning with conditional Karhunen-Loève expansions
Alexandre M. Tartakovsky, David A. Barajas‐Solano, Qizhi He
Topics & Concepts
CovarianceApplied mathematicsKarhunen–Loève theoremPartial differential equationMathematicsParameterized complexityUncertainty quantificationA priori and a posterioriResidualDiffusion equationStatistical physicsMathematical analysisAlgorithmPhysicsStatisticsService (business)PhilosophyEconomyEconomicsEpistemologyModel Reduction and Neural NetworksGaussian Processes and Bayesian InferenceFluid Dynamics and Turbulent Flows