A probabilistic generative model for semi-supervised training of coarse-grained surrogates and enforcing physical constraints through virtual observables
Maximilian Rixner, Phaedon‐Stelios Koutsourelakis
Topics & Concepts
Probabilistic logicComputer scienceMachine learningCollocation (remote sensing)Field (mathematics)Uncertainty quantificationGenerative modelArtificial intelligenceDomain (mathematical analysis)ObservableGenerative grammarMathematicsMathematical analysisQuantum mechanicsPure mathematicsPhysicsModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignGaussian Processes and Bayesian Inference