Derivation of heterogeneous material laws via data-driven principal component expansions

Data-Driven Problems in Elasticity

(2018) S. Conti et al.   ARCHIVE FOR RATIONAL MECHANICS AND ANALYSIS

From virtual clustering analysis to self-consistent clustering analysis: a mathematical study

(2018) Shaoqiang Tang et al.   COMPUTATIONAL MECHANICS

Microstructural material database for self-consistent clustering analysis of elastoplastic strain softening materials

(2018) Zeliang Liu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A multiscale multi-permeability poroplasticity model linked by recursive homogenizations and deep learning

(2018) Kun Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Data-based derivation of material response

(2018) Adrien Leygue et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A data-driven approach to nonlinear elasticity

(2018) Lu Trong Khiem Nguyen et al.   COMPUTERS & STRUCTURES

Data-Driven Mechanistic Modeling of Influence of Microstructure on High-Cycle Fatigue Life of Nickel Titanium

(2018) Orion L. Kafka et al.   JOM

Machine Learning Driven Real Time Topology Optimization under Moving Morphable Component (MMC)-Based Framework

(2018) Xin Lei et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Data science for finite strain mechanical science of ductile materials

(2018) Modesar Shakoor et al.   COMPUTATIONAL MECHANICS

Data-driven computing in dynamics

(2017) T. Kirchdoerfer et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Transition of surface–interface creasing in bilayer hydrogels

(2017) Zhiheng Zhou et al.   Soft Matter

Effect of Cyclic Loading on Surface Instability of Silicone Rubber under Compression

(2017) Zhonglin Li et al.   Polymers

Data-driven computational mechanics

(2016) T. Kirchdoerfer et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Self-consistent clustering analysis: An efficient multi-scale scheme for inelastic heterogeneous materials

(2016) Zeliang Liu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Void behaviors from low to high triaxialities: Transition from void collapse to void coalescence

(2016) Z.G. Liu et al.   INTERNATIONAL JOURNAL OF PLASTICITY

A semi-numerical algorithm for instability of compressible multilayered structures

(2015) Shan Tang et al.   COMPUTATIONAL MECHANICS

On the energetics of tensile and shear void coalescences

(2015) W.H. Wong et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

The effect of mechanical-driven volumetric change on instability patterns of bilayered soft solids

(2015) Shan Tang et al.   Soft Matter

COMPUTATIONAL HOMOGENIZATION METHOD AND REDUCED DATABASE MODEL FOR HYPERELASTIC HETEROGENEOUS STRUCTURES

(2013) Julien Yvonnet et al.   International Journal for Multiscale Computational Engineering

Computational nonlinear stochastic homogenization using a nonconcurrent multiscale approach for hyperelastic heterogeneous microstructures analysis

(2012) A. Clément et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Robust identification of elasto-plastic constitutive law parameters from digital images using 3D kinematics

(2012) Julien Réthoré et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

A fully integrated noise robust strategy for the identification of constitutive laws from digital images

(2010) Julien Réthoré   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Rate effects on toughness in elastic nonlinear viscous solids

(2007) S. Tang et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS