Problem-independent machine learning (PIML)-based topology optimization—A universal approach

M Huang, Z Du, C Liu, Y Zheng, T Cui, Y Mei… - Extreme Mechanics …, 2022 - Elsevier
Solving topology optimization problem is very computationally demanding especially when
high-resolution results are sought for. In the present work, a problem-independent machine …

Multiscale finite-element method for linear elastic geomechanics

N Castelletto, H Hajibeygi, HA Tchelepi - Journal of Computational Physics, 2017 - Elsevier
The demand for accurate and efficient simulation of geomechanical effects is widely
increasing in the geoscience community. High resolution characterizations of the …

A mechanics-based data-free Problem Independent Machine Learning (PIML) model for large-scale structural analysis and design optimization

M Huang, C Liu, Y Guo, L Zhang, Z Du… - Journal of the Mechanics …, 2024 - Elsevier
Abstract Machine learning (ML) enhanced fast structural analysis and design recently
attracted considerable attention. In most related works, however, the generalization ability of …

Multiscale modeling for high-performance concrete: A review

L Wu, P Liu, Z Zhang, DJ Zhu… - International Journal for …, 2018 - dl.begellhouse.com
High-performance concrete (HPC) has a complex mechanical performance due to its
multiscale and multiphase composite structure. In this review, the various methods of …

Extended multiscale FEM-based concurrent optimization of three-dimensional graded lattice structures with multiple microstructure configurations

X Chen, H Liu, P Wei - Composite Structures, 2024 - Elsevier
In this work, a novel concurrent design method for three-dimensional graded lattice
structures considering multiple microstructure configurations is proposed. Firstly, the Multiple …

Thermo-mechanical analysis of periodic porous materials with microscale heat transfer by multiscale asymptotic expansion method

Z Yang, J Cui, S Zhou - International Journal of Heat and Mass Transfer, 2016 - Elsevier
A novel multiscale asymptotic method used to simulate thermo-mechanical analysis of
periodic porous materials with microscale heat transfer is systematically studied. In these …

Coarsened C1-continuous shape functions using B-spline patches for simulating nonlinear heterogeneous structures

W Chen, M Li - Computer Methods in Applied Mechanics and …, 2024 - Elsevier
Numerical coarsening is an approach that constructs coarsened shape (or basis) functions
for simulating heterogeneous structures on a coarse mesh, and seeks the fine mesh solution …

An equivalent continuum multiscale formulation for 2D geometrical nonlinear analysis of lattice truss structure

H Liu, J Lv - Composite Structures, 2017 - Elsevier
In this work, an equivalent continuum multiscale formulation is presented for the geometrical
nonlinear analysis of the structures with lattice truss materials. This formulation is …

[HTML][HTML] On-the-fly multiscale analysis of composite materials with a Generalized Finite Element Method

B Mazurowski, P O'Hara, CA Duarte - Finite Elements in Analysis and …, 2024 - Elsevier
A multiscale computational framework to capture stress concentrations and localized
nonlinearity in composite structures is presented. An enriched approximation space …

A hysteretic multiscale formulation for nonlinear dynamic analysis of composite materials

SP Triantafyllou, EN Chatzi - Computational Mechanics, 2014 - Springer
A new multiscale finite element formulation is presented for nonlinear dynamic analysis of
heterogeneous structures. The proposed multiscale approach utilizes the hysteretic finite …