Error estimation and adaptivity for stochastic collocation finite elements Part II: multilevel approximation

A Bespalov, D Silvester - SIAM Journal on Scientific Computing, 2023 - SIAM
A multilevel adaptive refinement strategy for solving linear elliptic partial differential
equations with random data is recalled in this work. The strategy extends the a posteriori …

A short perspective on a posteriori error control and adaptive discretizations

R Becker, S Bordas, F Chouly, P Omnes - arXiv preprint arXiv:2407.07768, 2024 - arxiv.org
Error control by means of a posteriori error estimators or indica-tors and adaptive
discretizations, such as adaptive mesh refinement, have emerged in the late seventies …

A Dimension-adaptive Combination Technique for Uncertainty Quantification

M Griebel, U Seidler - International Journal for Uncertainty …, 2024 - dl.begellhouse.com
We present an adaptive algorithm for the computation of quantities of interest involving the
solution of a stochastic elliptic partial differential equation, where the diffusion coefficient is …

A dimension-adaptive combination technique for uncertainty quantification

U Seidler, M Griebel - arXiv preprint arXiv:2204.05574, 2022 - arxiv.org
We present an adaptive algorithm for the computation of quantities of interest involving the
solution of a stochastic elliptic PDE where the diffusion coefficient is parametrized by means …

Efficient adaptive stochastic collocation strategies for advection–diffusion problems with uncertain inputs

BM Kent, CE Powell, DJ Silvester, MJ Zimoń - Journal of Scientific …, 2023 - Springer
Physical models with uncertain inputs are commonly represented as parametric partial
differential equations (PDEs). That is, PDEs with inputs that are expressed as functions of …

Goal-Oriented Error Estimation and Adaptivity for Stochastic Collocation FEM

A Bespalov, D Praetorius, T Round… - arXiv preprint arXiv …, 2024 - arxiv.org
We propose and analyze a general goal-oriented adaptive strategy for approximating
quantities of interest (QoIs) associated with solutions to linear elliptic partial differential …

Convergence analysis of the adaptive stochastic collocation finite element method

A Bespalov, A Savinov - arXiv preprint arXiv:2401.14894, 2024 - arxiv.org
This paper is focused on the convergence analysis of an adaptive stochastic collocation
algorithm for the stationary diffusion equation with parametric coefficient. The algorithm …

[PDF][PDF] Extrapolated polynomial lattices and adaptivity in computational Uncertainty Quantification

M Longo - 2022 - research-collection.ethz.ch
We investigate the use of a class of quasi-Monte Carlo (QMC) quadrature rules, called
Extrapolated Polynomial Lattices, to approximate expected values of quantities of interest …

[PDF][PDF] Efficient Approximation of Parametric Parabolic Partial Differential Equations

BM Kent - 2023 - research.manchester.ac.uk
Partial differential equations (PDEs) are used to model many processes in science and
engineering. In this work we are particularly interested in evolutionary problems modelled …