Physics constrained learning for data-driven inverse modeling from sparse observations
Kailai Xu, Eric Darve
Topics & Concepts
Partial differential equationInverse problemApplied mathematicsNonlinear systemConvergence (economics)Penalty methodStability (learning theory)Computer scienceInverseTerm (time)Mathematical optimizationRange (aeronautics)Function (biology)AlgorithmArtificial neural networkMathematicsArtificial intelligenceMathematical analysisPhysicsMachine learningMaterials scienceEconomicsQuantum mechanicsBiologyEconomic growthComposite materialEvolutionary biologyGeometryModel Reduction and Neural NetworksSeismic Imaging and Inversion TechniquesNumerical methods in inverse problems