Project Details
Development and realisation of uncertainty-aware validation benchmarks (D03)
Subject Area
Mechanics
Fluid Mechanics
Fluid Mechanics
Term
since 2018
Project identifier
Deutsche Forschungsgemeinschaft (DFG) - Project number 327154368
The goal of this project is to formulate and conduct benchmarks which assist in the validation of several computational models developed within the proposed CRC. Here, the main challenge arises from the possibly large uncertainties that are present in the experimental data as well as in the simulation results. A so-called validation metric which compares system response quantities of an experiment with the ones from a computational model has to integrate these uncertainties in a rigorous way. In the proposed project, such validation metrics will be developed by means of a surrogate-based Bayesian validation framework that incorporates parameter and conceptual uncertainty.
DFG Programme
Collaborative Research Centres
Subproject of
SFB 1313:
Interface-Driven Multi-Field Processes in Porous Media - Flow, Transport and Deformation -
Applicant Institution
Universität Stuttgart