Probability embedded failure prediction of unidirectional composites under biaxial loadings combining machine learning and micromechanical modelling

A micromechanics and machine learning coupled approach for failure prediction of unidirectional CFRP composites under triaxial loading: A preliminary study

(2021) Jiayun Chen et al.   COMPOSITE STRUCTURES

Harnessing deep learning for physics-informed prediction of composite strength with microstructural uncertainties

(2021) Kai Zhou et al.   COMPUTATIONAL MATERIALS SCIENCE

Computational micromechanics-based prediction of the failure of unidirectional composite lamina subjected to transverse and in-plane shear stress states

(2020) Lei Wan et al.   JOURNAL OF COMPOSITE MATERIALS

An efficient multiscale surrogate modelling framework for composite materials considering progressive damage based on artificial neural networks

(2020) Shibo Yan et al.   COMPOSITES PART B-ENGINEERING

Evaluation of the influence of voids on 3D representative volume elements of fiber-reinforced polymer composites using CUF micromechanics

(2020) E. Carrera et al.   COMPOSITE STRUCTURES

An efficient and accurate framework to determine the failure surface/envelop in composite lamina

(2020) Haroon Imtiaz et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Failure criteria of unidirectional carbon fiber reinforced polymer composites informed by a computational micromechanics model

(2019) Qingping Sun et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Accurate simulation of delamination under mixed-mode loading using a cohesive model with a mode-dependent penalty stiffness

(2018) A. Turon et al.   COMPOSITE STRUCTURES

Estimation of the lower and upper bounds on the probability of failure using subset simulation and random set theory

(2018) Diego A. Alvarez et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Multi-scale characterization and modelling of the transverse compression response of unidirectional carbon fiber reinforced epoxy

(2018) J. Chevalier et al.   COMPOSITE STRUCTURES

Consistent application of periodic boundary conditions in implicit and explicit finite element simulations of damage in composites

(2018) D. Garoz et al.   COMPOSITES PART B-ENGINEERING

A new yield and failure theory for composite materials under static and dynamic loading

(2017) Isaac M. Daniel et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Discrete element method for generating random fibre distributions in micromechanical models of fibre reinforced composite laminates

(2016) Yaser Ismail et al.   COMPOSITES PART B-ENGINEERING

Hierarchical analysis of the degradation of fibre-reinforced polymers under the presence of void imperfections

(2016) Wilfried V. Liebig et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Computational homogenization of nonlinear elastic materials using neural networks

(2015) B. A. Le et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Deep learning

(2015) Yann LeCun et al.   NATURE

On the introduction of adaptive mass scaling in a finite element model of Ti6Al4V orthogonal cutting

(2015) F. Ducobu et al.   SIMULATION MODELLING PRACTICE AND THEORY

A numerical investigation into the size effect in the transverse crack tension test for mode II delamination

(2013) F.P. van der Meer et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Micromechanical analysis of polymer composites reinforced by unidirectional fibres: Part II – Micromechanical analyses

(2013) A.R. Melro et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Maturity of 3D failure criteria for fibre-reinforced composites: Comparison between theories and experiments: Part B of WWFE-II

(2013) AS Kaddour et al.   JOURNAL OF COMPOSITE MATERIALS

Mechanical properties and details of composite laminates for the test cases used in the third world-wide failure exercise

(2013) AS Kaddour et al.   JOURNAL OF COMPOSITE MATERIALS

Microscopic failure mechanisms of fiber-reinforced polymer composites under transverse tension and compression

(2012) Lei Yang et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Intraply fracture of fiber-reinforced composites: Microscopic mechanisms and modeling

(2012) Luis Pablo Canal et al.   COMPOSITES SCIENCE AND TECHNOLOGY

A numerical approach for predicting the failure locus of fiber reinforced composites under combined transverse compression and axial tension

(2011) Marek Romanowicz   COMPUTATIONAL MATERIALS SCIENCE

High strain rate characterisation of unidirectional carbon-epoxy IM7-8552 in transverse compression and in-plane shear using digital image correlation

(2010) H. Koerber et al.   MECHANICS OF MATERIALS

A micromechanical model for kink-band formation: Part I — Experimental study and numerical modelling

(2009) S. Pimenta et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Artificial Neural Networks in numerical modelling of composites

(2009) M. Lefik et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Failure surface of epoxy-modified fiber-reinforced composites under transverse tension and out-of-plane shear

(2009) Luis P. Canal et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Prediction of the failure locus of C/PEEK composites under transverse compression and longitudinal shear through computational micromechanics

(2008) Essam Totry et al.   COMPOSITES SCIENCE AND TECHNOLOGY