Uncertainty Quantification

Multi-fideltiy Gaussian Processes

Multi-fidelity GPs combine predictions of models with varying levels of accuracy and complexity, to improve prediction of a quantity of interest and its associated uncertainty. Applications have included the prediction of aerodynamic coefficients for the generation of a probabilistic aero-database.