A review of graph neural network applications in mechanics-related domains

Y Zhao, H Li, H Zhou, HR Attar, T Pfaff, N Li - Artificial Intelligence Review, 2024 - Springer
Mechanics-related tasks often present unique challenges in achieving accurate geometric
and physical representations, particularly for non-uniform structures. Graph neural networks …

[HTML][HTML] lifex: A flexible, high performance library for the numerical solution of complex finite element problems

PC Africa - SoftwareX, 2022 - Elsevier
Numerical simulations are ubiquitous in mathematics and computational science. Several
industrial and clinical applications entail modeling complex multiphysics systems that evolve …

Mastering the scales: a survey on the benefits of multiscale computing software

D Groen, J Knap, P Neumann… - … of the Royal …, 2019 - royalsocietypublishing.org
In the last few decades, multiscale modelling has emerged as one of the dominant
modelling paradigms in many areas of science and engineering. Its rise to dominance is …

RHEA: an open-source Reproducible Hybrid-architecture flow solver Engineered for Academia

L Jofre Cruanyes, AMA Abdellatif… - Journal of Open …, 2023 - upcommons.upc.edu
The study of complex multiscale flows (Groen et al., 2014), like for example the motion of
small-scale turbulent eddies over large aerodynamic structures (Jofre & Doostan, 2022) …

[HTML][HTML] Multiscale computing in the exascale era

S Alowayyed, D Groen, PV Coveney… - Journal of Computational …, 2017 - Elsevier
We expect that multiscale simulations will be one of the main high performance computing
workloads in the exascale era. We propose multiscale computing patterns as a generic …

Partitioned fluid-structure interaction on massively parallel systems

BW Uekermann - 2016 - mediatum.ub.tum.de
Today's multi-physics simulations suffer from a lack of either flexibility or scalability. Only
reconciling both will allow for translating the higher compute power of the forthcoming exa …

[HTML][HTML] Distributed multiscale computing with MUSCLE 2, the multiscale coupling library and environment

J Borgdorff, M Mamonski, B Bosak, K Kurowski… - Journal of …, 2014 - Elsevier
Abstract We present the Multiscale Coupling Library and Environment: MUSCLE 2. This
multiscale component-based execution environment has a simple to use Java, C++, C …

A parallel approach to the variational transfer of discrete fields between arbitrarily distributed unstructured finite element meshes

R Krause, P Zulian - SIAM Journal on Scientific Computing, 2016 - SIAM
An essential ingredient for the discretization and numerical solution of coupled multiphysics
or multiscale problems is stable and efficient techniques for the transfer of discrete fields …

[图书][B] Multiphysics in porous materials

Z Liu, Z Liu - 2018 - Springer
Porous materials are breeding beds of multiphysical processes due to their porous,
multiphase, and multicomponent nature. This chapter is intended to explain the strong …

Multiscale modelling in immunology: a review

A Cappuccio, P Tieri, F Castiglione - Briefings in bioinformatics, 2016 - academic.oup.com
One of the greatest challenges in biomedicine is to get a unified view of observations made
from the molecular up to the organism scale. Towards this goal, multiscale models have …