Multilevel Markov Chain Monte Carlo methods for Bayesian full-field data assimilation with application to structural health monitoring.

Pieter Vanmechelen , Geert Lombaert , Giovanni Samaey
8th European Congress on Computational Methods in Applied Sciences and Engineering, Date: 2022/06/05-2022/06/09, Location: Oslo, Norway

2022
Linking Machine Learning with Multiscale Numerics: Data-Driven Discovery of Homogenized Equations

Hassan Arbabi , Judith E Bunder , Giovanni Samaey , Anthony J Roberts
Springer US

30
2020
Dynamical-Systems-Guided Learning of PDEs from Data

Hassan Arbabi , Thomas Bertalan , Anthony Roberts , Giovanni Samaey
2020 Virtual AIChE Annual Meeting

2020
Parareal computation of stochastic differential equations with time-scale separation: a numerical study

Tony Lelièvre , Frédéric Legoll , Keith Myerscough , Giovanni Samaey
arXiv preprint arXiv:1912.09240

2019
Multiscale modeling of moving interfaces in materials

Nele Moelans , Giovanni Samaey
Mathematics and Computers in Simulation 80 ( 7) 1359 -1564

2010
Alexander N. Gorban, 168, 310 Alison S. Tomlin, 10 Allison Kolpas, 299 Anatoly Ya. Rodionov, 63

Andrei N Sobolevskii , Cecilia Clementi , Christophe Vandekerckhove , Constantinos Theodoropoulos
Coping with Complexity: Model Reduction and Data Analysis 346 -346

On the acceleration of spatially distributed agent-based computations: A patch dynamics scheme

Ping Liu , Giovanni Samaey , C William Gear , Ioannis G Kevrekidis
Applied Numerical Mathematics 92 54 -69

12
2015
Coarsegrained computation of traveling waves of lattice Boltzmann models with Newton-Krylov methods

Giovanni Samaey , D Roose , W Vanroose , Ioannis G Kevrekidis
TW Reports 26 -26

2
2006
Patch dynamics for homogenization problems

Giovanni Samaey , Dirk Roose , IG Kevrekidis
SIAM Annual Meeting, Date: 2004/07/12-2004/07/16, Location: Portland, Oregon, USA

2
2004
Combining the gap-tooth scheme with projective integration: patch dynamics

Giovanni Samaey , Dirk Roose , Ioannis G Kevrekidis
Multiscale Methods in Science and Engineering 44 227 -242

2
2004
Coarse-grained computation of traveling waves of lattice Boltzmann models with Newton-Krylov solvers

Giovanni Samaey , Wim Vanroose , Dirk Roose , Ioannis G Kevrekidis
arXiv preprint physics/0604147

1
2006
Learning Coarse-Grained Partial Differential Equations from Fine-Scale Data Via Machine Learning

Seungjoon Lee , Georgios Psarellis , Hassan Arbabi , Constantinos Siettos
2020 Virtual AIChE Annual Meeting

2020
Equation-free Newton-Krylov methods for the computation of coarse traveling waves

Giovanni Samaey , Wim Vanroose , Ioannis G Kevrekidis , Dirk Roose
Computer Methods in Applied Mechanics and Engineering 197 3480 -3491

2008
Multiscale computing: macroscopic dynamics from microscopic models

Dirk Roose , Giovanni Samaey , Christophe Vandekerckhove , Pieter Van Leemput
Eight European Multigrid Conference, Date: 2005/09/28-2005/09/28, Location: Scheveningen, the Netherlands

2005
Patch dynamics for multiscale problems

Giovanni Samaey , Dirk Roose , IG Kevrekidis
Model Reduction and Coarse-graining Approaches for Multiscale Phenomena, Date: 2005/08/24-2005/08/26, Location: Leicester, UK

2005
Patch dynamics with buffers for multiscale problems

Giovanni Samaey , Dirk Roose , IG Kevrekidis
SIAM Conference on Computational Science and Engineering Conferentie, Date: 2005/02/12-2005/02/15, Location: Orlando, Florida, USA

2005
Multi-scale computation of plant tissue deformation using models for individual cell behavior

Pieter Ghysels , Giovanni Samaey , Engelbert Tijskens , Herman Ramon
TW Reports

2008
A coupled multiscale model of texture evolution and plastic anisotropy

Jerzy Gawad , Albert Van Bael , Sampath Kumar Yerra , Giovanni Samaey
AIP Conference Proceedings 1252 ( 1) 770 -777

6
2010
An efficient strategy to take texture-induced anisotropy point-by-point into account during FE simulations of metal forming processes

Paul Van Houtte , Jerzy Gawad , Philip Eyckens , Albert Van Bael
Materials Science Forum 702 26 -33

3
2012
Lifting in equation-free methods for molecular dynamics simulations of dense fluids

Yves Frederix , Giovanni Samaey , Christophe Vandekerckhove , Ting Li
TW Reports

3
2008