[HTML][HTML] Deep CNNs as universal predictors of elasticity tensors in homogenization
B Eidel - Computer Methods in Applied Mechanics and …, 2023 - Elsevier
In the present work, 3D convolutional neural networks (CNNs) are trained to link random
heterogeneous, multiphase materials to their elastic macroscale stiffness thus replacing …
heterogeneous, multiphase materials to their elastic macroscale stiffness thus replacing …
Primal and mixed finite element formulations for the relaxed micromorphic model
The classical Cauchy continuum theory is suitable to model highly homogeneous materials.
However, many materials, such as porous media or metamaterials, exhibit a pronounced …
However, many materials, such as porous media or metamaterials, exhibit a pronounced …
Identification of scale-independent material parameters in the relaxed micromorphic model through model-adapted first order homogenization
We rigorously determine the scale-independent short range elastic parameters in the
relaxed micromorphic generalized continuum model for a given periodic microstructure. This …
relaxed micromorphic generalized continuum model for a given periodic microstructure. This …
Multiscale modeling of coupled thermo-hydro-mechanical analysis of heterogeneous porous media
S Saeedmonir, AR Khoei - Computer Methods in Applied Mechanics and …, 2022 - Elsevier
This paper presents a numerical multiscale formulation for analysis of the transient heat and
fluid flow in deformable heterogeneous porous media. Due to the heterogeneity of the …
fluid flow in deformable heterogeneous porous media. Due to the heterogeneity of the …
Effective description of anisotropic wave dispersion in mechanical band-gap metamaterials via the relaxed micromorphic model
In this paper the relaxed micromorphic material model for anisotropic elasticity is used to
describe the dynamical behavior of a band-gap metamaterial with tetragonal symmetry …
describe the dynamical behavior of a band-gap metamaterial with tetragonal symmetry …
A hybrid finite element formulation for a relaxed micromorphic continuum model of antiplane shear
One approach for the simulation of metamaterials is to extend an associated continuum
theory concerning its kinematic equations, and the relaxed micromorphic continuum …
theory concerning its kinematic equations, and the relaxed micromorphic continuum …
Two-scale concurrent optimization of composites with elliptical inclusions under microstress constraints within the FE2 framework
S Li, S Hou - Computers & Structures, 2023 - Elsevier
In order to avoid the adverse effects of structural damage caused by stress concentration,
the optimization problem considering stress constraints is very important in structural design …
the optimization problem considering stress constraints is very important in structural design …
A monolithic hyper ROM FE2 method with clustered training at finite deformations
The usage of numerical homogenization to obtain structure–property relations by applying
the finite element method at both the micro-and macroscale has gained much interest in the …
the finite element method at both the micro-and macroscale has gained much interest in the …
[HTML][HTML] Effective elastic properties of 3D stochastic bicontinuous composites
We study effective elastic properties of 3D bicontinuous random composites (such as, eg,
nanoporous gold filled with polymer) considering linear and infinitesimal elasticity and using …
nanoporous gold filled with polymer) considering linear and infinitesimal elasticity and using …
A numerical-homogenization based phase-field fracture modeling of linear elastic heterogeneous porous media
Most porous media, such as geomaterials and biomaterials are highly heterogeneous in
nature, and they contain large variations of microscopic pore structures, such as pore sizes …
nature, and they contain large variations of microscopic pore structures, such as pore sizes …