A highly interpretable materials informatics approach for predicting microstructure-property relationship in fabric composites

A general and transferable deep learning framework for predicting phase formation in materials

(2021) Shuo Feng et al.   npj Computational Materials

Effect of reinforcement architecture on the macroscopic mechanical properties of fiberous polymer composites: A review

(2020) Furkan Ahmad et al.   POLYMER COMPOSITES

A Review of Current Challenges and Case Study toward Optimizing Micro-Computed X-Ray Tomography of Carbon Fabric Composites

(2020) Armin Rashidi et al.   Materials

Improving direct physical properties prediction of heterogeneous materials from imaging data via convolutional neural network and a morphology-aware generative model

(2018) Ruijin Cang et al.   COMPUTATIONAL MATERIALS SCIENCE

A multi-step biaxial bias extension test for wrinkling/de-wrinkling characterization of woven fabrics: Towards optimum forming design guidelines

(2018) A. Rashidi et al.   MATERIALS & DESIGN

Microstructure Representation and Reconstruction of Heterogeneous Materials Via Deep Belief Network for Computational Material Design

(2017) Ruijin Cang et al.   JOURNAL OF MECHANICAL DESIGN

Machine learning in materials informatics: recent applications and prospects

(2017) Rampi Ramprasad et al.   npj Computational Materials

Stochastic microstructure characterization and reconstruction via supervised learning

(2016) Ramin Bostanabad et al.   ACTA MATERIALIA

Structure–property linkages using a data science approach: Application to a non-metallic inclusion/steel composite system

(2015) Akash Gupta et al.   ACTA MATERIALIA

Inverse circular–circular regression

(2013) Ashis SenGupta et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Fiji: an open-source platform for biological-image analysis

(2012) Johannes Schindelin et al.   NATURE METHODS

The effect of meso-level uncertainties on the mechanical response of woven fabric composites under axial loading

(2011) M. Komeili et al.   COMPUTERS & STRUCTURES

Optimized structure based representative volume element sets reflecting the ensemble-averaged 2-point statistics

(2010) Stephen R. Niezgoda et al.   ACTA MATERIALIA

Microstructure sensitive design for performance optimization

(2009) David T. Fullwood et al.   PROGRESS IN MATERIALS SCIENCE

Delineation of the space of 2-point correlations in a composite material system

(2008) S.R. Niezgoda et al.   ACTA MATERIALIA

Gradient-based microstructure reconstructions from distributions using fast Fourier transforms

(2007) D.T. Fullwood et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING