A methodology to generate design allowables of composite laminates using machine learning

On the Stress Intensity Factor of cracks emanating from circular and elliptical holes in orthotropic plates

(2021) Giuseppe Catalanotti et al.   ENGINEERING FRACTURE MECHANICS

A continuation-based method for finding laminated composite stacking sequences

(2020) A.D. Viquerat   COMPOSITE STRUCTURES

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

A micro-mechanics perspective to the invariant-based approach to stiffness

(2019) A. Arteiro et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Bayesian Machine Learning in Metamaterial Design: Fragile Becomes Supercompressible

(2019) Miguel A. Bessa et al.   ADVANCED MATERIALS

Neural network assisted multiscale analysis for the elastic properties prediction of 3D braided composites under uncertainty

(2018) Georgios Balokas et al.   COMPOSITE STRUCTURES

Multiscale surrogate modelling of the elastic response of thick composite structures with embedded defects and features

(2018) Bassam El Said et al.   COMPOSITE STRUCTURES

Design of ultra-thin shell structures in the stochastic post-buckling range using Bayesian machine learning and optimization

(2018) M.A. Bessa et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Machine learning modeling of superconducting critical temperature

(2018) Valentin Stanev et al.   npj Computational Materials

A data-driven statistical model for predicting the critical temperature of a superconductor

(2018) Kam Hamidieh   COMPUTATIONAL MATERIALS SCIENCE

Virtual calculation of the B-value allowables of notched composite laminates

(2018) O. Vallmajó et al.   COMPOSITE STRUCTURES

Two-level layup optimization of composite laminate using lamination parameters

(2018) Xiaoyang Liu et al.   COMPOSITE STRUCTURES

A unit circle failure criterion for carbon fiber reinforced polymer composites

(2016) Stephen W. Tsai et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Laminate optimization of blended composite structures using a modified Shepard’s method and stacking sequence tables

(2016) Yasser M. Meddaikar et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Large damage capability of non-crimp fabric thin-ply laminates

(2014) A. Arteiro et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

An invariant-based theory of composites

(2014) Stephen W. Tsai et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Notched response of non-crimp fabric thin-ply laminates: Analysis methods

(2013) A. Arteiro et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Improved Shepard's Method for the Optimization of Composite Structures

(2012) Francois-Xavier Irisarri et al.   AIAA JOURNAL

Size effects on the tensile and compressive failure of notched composite laminates

(2012) G.H. Erçin et al.   COMPOSITE STRUCTURES

A finite fracture mechanics model for the prediction of the open-hole strength of composite laminates

(2012) P.P. Camanho et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Modeling the inelastic deformation and fracture of polymer composites – Part II: Smeared crack model

(2012) P.P. Camanho et al.   MECHANICS OF MATERIALS

Modeling the inelastic deformation and fracture of polymer composites – Part I: Plasticity model

(2012) M. Vogler et al.   MECHANICS OF MATERIALS

On the relation between the mode I fracture toughness of a composite laminate and that of a 0° ply: Analytical model and experimental validation

(2011) P.P. Camanho et al.   ENGINEERING FRACTURE MECHANICS

Computational analysis of progressive failure in a notched laminate including shear nonlinearity and fiber failure

(2010) F.P. van der Meer et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Multi-step blended stacking sequence design of panel assemblies with buckling constraints

(2009) Samuel T. IJsselmuiden et al.   COMPOSITES PART B-ENGINEERING

Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index

(2009) Andrea Saltelli et al.   COMPUTER PHYSICS COMMUNICATIONS

Analysis and benchmarking of meta-heuristic techniques for lay-up optimization

(2009) Mark W. Bloomfield et al.   COMPUTERS & STRUCTURES

An augmented finite element method for modeling arbitrary discontinuities in composite materials

(2009) Daosheng Ling et al.   INTERNATIONAL JOURNAL OF FRACTURE

On feasible regions of lamination parameters for lay-up optimization of laminated composites

(2009) M.W Bloomfield et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES