activity
20162024
most citedMAgNET: A Graph U-Net Architecture for Mesh-Based Simulations

53 citations · 134 across the 11 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

cs.CE2021

An adapted deflated conjugate gradient solver for robust extended/generalised finite element solutions of large scale, 3D crack propagation problems

Konstantinos Agathos, Tim Dodwell, Eleni Chatzi +1

An adapted deflation preconditioner is employed to accelerate the solution of linear systems resulting from the discretization of fracture mechanics problems with well-conditioned…

cs.LG2021

Probabilistic Deep Learning for Real-Time Large Deformation Simulations

Saurabh Deshpande, Jakub Lengiewicz, Stéphane P. A. Bordas

For many novel applications, such as patient-specific computer-aided surgery, conventional solution techniques of the underlying nonlinear problems are usually computationally too…

cs.LG2021★ 2 cited

Machine learning in the social and health sciences

Anja K. Leist, Matthias Klee, Jung Hyun Kim +4

The uptake of machine learning (ML) approaches in the social and health sciences has been rather slow, and research using ML for social and health research questions remains fragme…

cs.CE2021

A rigged model of the breast for preoperative surgical planning

Arnaud Mazier, Sophie Ribes, Benjamin Gilles +2

In breast surgical practice, drawing is part of the preoperative planning procedure and is essential for a successful operation. In this study, we design a pipeline to assist surge…

cs.CE2021★ 3 cited

Inverse deformation analysis: an experimental and numerical assessment using the FEniCS Project

Arnaud Mazier, Alexandre Bilger, Antonio E. Forte +25

In this paper, we develop a framework for solving inverse deformation problems using the FEniCS Project finite element software. We validate our approach with experimental imaging…

math.NA2021

Hierarchical a posteriori error estimation of Bank-Weiser type in the FEniCS Project

Raphaël Bulle, Jack S. Hale, Alexei Lozinski +2

In the seminal paper of Bank and Weiser [Math. Comp., 44 (1985), pp.283-301] a new a posteriori estimator was introduced. This estimator requires the solution of a local Neumann pr…