Physics-data combined machine learning for parametric reduced-order modelling of nonlinear dynamical systems in small-data regimes
Jinlong Fu, Dunhui Xiao, Rui Fu, Chenfeng Li, Chuanhua Zhu, Rossella Arcucci, I. M. Navon
Topics & Concepts
Nonlinear systemInterpolation (computer graphics)Parametric statisticsExtrapolationArtificial neural networkPhysical systemDimensionality reductionWeightingComputer scienceDimension (graph theory)Dynamical systems theoryAlgorithmApplied mathematicsMachine learningArtificial intelligenceMathematicsPhysicsMathematical analysisMotion (physics)Quantum mechanicsAcousticsStatisticsPure mathematicsModel Reduction and Neural NetworksFluid Dynamics and Vibration AnalysisNuclear Engineering Thermal-Hydraulics