8/6/22    16:30 - 18:30
Bayesian inference of engineering models: advances in theory and applications II  
Minisymposium organized by Oindrila Kanjilal, Iason Papaioannou, Daniel Straub, Geert Lombaert and Costas Papadimitriou
Room: Nord – Norge (GF)
Chair: Kostas Papakonstantinou
Certified Dimension Reduction for Bayesian Updating with the Cross-Entropy Method
Max Ehre, Rafael Flock, Iason Papaioannou and Daniel Straub

Multilevel Markov chain Monte Carlo methods for Bayesian full-field data assimilation with application to structural health monitoring
Pieter Vanmechelen, Geert Lombaert and Giovanni Samaey

Bayesian Optimal Sensor Placement for Virtual Sensing and Strain Reconstruction
Tulay Ercan, Omid Sedehi, Costas Papadimitriou and Lambros Katafygiotis

Greedy sensor placement for Bayesian inverse problems via model order reduction
Nicole Aretz, Nada Cvetkovic, Francesco Silva and Karen Veroy

Variational Bayesian Approximation of Inverse Problems using Sparse Precision Matrices
Jan Povala, Ieva Kazlauskaite, Eky Febrianto, Fehmi Cirak and Mark Girolami

Scalable statistical finite elements via partial differential equation representation of Matérn fields
Kim Jie Koh, Eky Febrianto and Fehmi Cirak