A multi-level method for data-driven finite element computations

DOI10.1016/j.cma.2021.113740zbMath1506.74412OpenAlexW3137096911MaRDI QIDQ2021891

Tim Fabian Korzeniowski, Kerstin Weinberg

Publication date: 27 April 2021

Published in: Computer Methods in Applied Mechanics and Engineering (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.cma.2021.113740

zbMATH Keywords

nearest neighbor searchmulti-leveladaptive solutiondata-driven finite element methodmodel-free computation

Mathematics Subject Classification ID

Finite element methods applied to problems in solid mechanics (74S05) Finite element, Rayleigh-Ritz and Galerkin methods for boundary value problems involving PDEs (65N30) Mesh generation, refinement, and adaptive methods for boundary value problems involving PDEs (65N50)

Related Items (4)

Graph-based representation of history-dependent material response in the data-driven computational mechanics framework ⋮ Quantum computing enhanced distance-minimizing data-driven computational mechanics ⋮ Data-driven games in computational mechanics ⋮ Data-driven finite element computation of open-cell foam structures

Cites Work

• Data-driven non-linear elasticity: constitutive manifold construction and problem discretization
• Data-driven problems in elasticity
• Simple heuristic for data-driven computational elasticity with material data involving noise and outliers: a local robust regression approach
• A manifold learning approach to data-driven computational elasticity and inelasticity
• Model-free data-driven inelasticity
• A comparison of stochastic and data-driven FEM approaches to problems with insufficient material data
• Data driven computing with noisy material data sets
• Data-based derivation of material response
• Model-free data-driven methods in mechanics: material data identification and solvers
• Non-parametric material state field extraction from full field measurements
• Data-driven computational mechanics
• Multidimensional binary search trees used for associative searching

This page was built for publication: A multi-level method for data-driven finite element computations