08 June 2022
14:00 - 16:00
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Bayesian inference of engineering models: advances in theory and applications I
Minisymposium organized by Oindrila Kanjilal, Iason Papaioannou, Daniel Straub, Geert Lombaert and Costas Papadimitriou
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MS32A
Room: Nord – Norge (GF)
Chair: Oindrila Kanjilal
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A Bayesian inference approach for parametric identification through optimal control method
Mainak Bhattacharyya and Pierre Feissel
Parameter identification in dynamic fracture model by using Bayesian inference
Mijo Nikolic, Andjelka Stanic, Noemi Friedman and Hermann Matthies
Bayesian system identification and dynamic virtualization using incomplete noisy measurements
Daniz Teymouri, Omid Sedehi, Lambros S. Katafygiotis and Costas Papadimitriou
Bayesian uncertainty quantification and model selection for complex fluids
Aricia Rinkens, Clemens V. Verhoosel and Nick O. Jaensson
A Reduced Basis Ensemble Kalman Method
Francesco Silva, Cecilia Pagliantini, Martin Grepl and Karen Veroy
A theoretical and numerical study on the Scaled Spherical Simplex filter with n+2 sigma points and its UKF equivalency for recursive Bayesian estimation
Kostas G. Papakonstantinou, Gordon P. Warn and Mariyam Amir
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08 June 2022
16:30 - 18:30
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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
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MS32B
Room: Nord – Norge (GF)
Chair: Kostas Papakonstantinou
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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
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09 June 2022
11:00 - 13:00
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Bayesian inference of engineering models: advances in theory and applications III
Minisymposium organized by Oindrila Kanjilal, Iason Papaioannou, Daniel Straub, Geert Lombaert and Costas Papadimitriou
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MS32C
Room: Nord – Norge (GF)
Chair: Giovanni Samaey
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Bayesian identification of oil spill source parameters from image contours
Samah El Mohtar, Olivier Le Maître, Omar Knio and Ibrahim Hoteit
Hierarchical Bayesian model for simulating the mechanical behavior of bare printed circuit boards with fixing
Hendrik Schmidt, Markus Kaess, Moritz Huelsebrock and Roland Lichtinger
Bridging POMDPs and Bayesian decision making for robust maintenance planning for railway systems
Giacomo Arcieri, Cyprien Hoelzl, Oliver Schwery and Eleni Chatzi
Polynomial Surrogates For Bayesian Traveltime Tomography
Pierre Sochala, Alexandrine Gesret and Olivier Le Maître
Model calibration and damage detection for a digital twin
Thomas Titscher, Annika Robens-Radermacher and Jörg F. Unger
A probabilistic incompressible hyperelastic material constitutive model for human brain tissue
M. Zeraatpisheh and L. Beex
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