Litcius/Paper detail

Physics-informed regularization and structure preservation for learning stable reduced models from data with operator inference

Nihar Sawant, Boris Krämer, Benjamin Peherstorfer

2022Computer Methods in Applied Mechanics and Engineering40 citationsDOIOpen Access PDF

Topics & Concepts

Regularization (linguistics)InferenceOperator (biology)Nonlinear systemPositive definitenessApplied mathematicsQuadratic equationComputer scienceTikhonov regularizationMathematicsAlgorithmMathematical optimizationArtificial intelligenceInverse problemPhysicsMathematical analysisPositive-definite matrixEigenvalues and eigenvectorsRepressorQuantum mechanicsGeometryChemistryTranscription factorBiochemistryGeneModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignNuclear Engineering Thermal-Hydraulics
Physics-informed regularization and structure preservation for learning stable reduced models from data with operator inference | Litcius