UQ UCL-2

TN-01_AdvancedQuantificationUncertaintiesInFusionModellingAtExascaleModelOrderReductio

This document discusses the progress, objectives, and future activities of the AQUIFER project, focusing on uncertainties in fusion modeling at the exascale. It highlights collaborations, recruitment, and the impact of Covid-19. The project involves advanced surrogate modeling, data assimilation, and calibration against past observations.

TN-02_AdvancedQuantificationUncertaintiesInFusionModellingAtExascaleModelOrderReductio

This report covers the activities of the AQUIFER project from 06/04/2022 to 05/04/2023. The team includes professors, researchers, and a PhD student. The project has had high levels of interaction with the EPSRC SEAVEA project due to synergies and cost efficiencies.

TN-03_AdvancedQuantificationUncertaintiesInFusionModellingAtExascaleModelOrderReductio

This report presents the deliverables and findings of the AQUIFER project, focusing on advanced uncertainty quantification in fusion modelling at the Exascale with model order reduction. The project employed techniques such as functional emulation for temperature profile, deep Gaussian processes, gradient-based sequential design, stochastic emulation by heteroscedastic Gaussian processes, and more.