MS199A Learning from Data: Bayesian Methods for Safer and Smarter Computational Modeling in Science and Engineering I
Main Organizer:
Dr.
Christina Schenk
(
IMDEA Materials Institute
, Spain
)
Chaired by:
Dr. Christina Schenk (IMDEA Materials Institute , Spain) , Prof. Ignacio Romero Olleros (Universidad Politecnica de Madrid , Spain)
Dr. Christina Schenk (IMDEA Materials Institute , Spain) , Prof. Ignacio Romero Olleros (Universidad Politecnica de Madrid , Spain)
Scheduled presentations:
-
Injecting Domain Knowledge into Bayesian Optimization: A Comparative Study
-
Bayesian Optimisation in Mixed Design Spaces for CFD Problems Involving Topological Changes
-
Towards Learning from Multiple Low-Fidelity Models in Bayesian Inverse Analysis
-
Bayesian Calibration and Uncertainty Quantification with Advanced Surrogates
