A micromechanics-based artificial neural networks model for elastic properties of short fiber composites

A finite element based orientation averaging method for predicting elastic properties of short fiber reinforced composites

(2020) S.M. Mirkhalaf et al.   COMPOSITES PART B-ENGINEERING

Deep materials informatics: Applications of deep learning in materials science

(2019) Ankit Agrawal et al.   MRS Communications

Material structure-property linkages using three-dimensional convolutional neural networks

(2018) Ahmet Cecen et al.   ACTA MATERIALIA

Deep learning approaches for mining structure-property linkages in high contrast composites from simulation datasets

(2018) Zijiang Yang et al.   COMPUTATIONAL MATERIALS SCIENCE

Fiber orientation interpolation for the multiscale analysis of short fiber reinforced composite parts

(2018) Jonathan Köbler et al.   COMPUTATIONAL MECHANICS

Generation of 3D representative volume elements for heterogeneous materials: A review

(2018) Swantje Bargmann et al.   PROGRESS IN MATERIALS SCIENCE

Numerical evaluation on mechanical properties of short-fiber-reinforced metal matrix composites: Two-step mean-field homogenization procedure

(2016) Wenlong Tian et al.   COMPOSITE STRUCTURES

The sequential addition and migration method to generate representative volume elements for the homogenization of short fiber reinforced plastics

(2016) Matti Schneider   COMPUTATIONAL MECHANICS

Determination of the size of the Representative Volume Element (RVE) for the simulation of heterogeneous polymers at finite strains

(2016) S.M. Mirkhalaf et al.   FINITE ELEMENTS IN ANALYSIS AND DESIGN

Micromechanical modeling of the progressive failure in short glass–fiber reinforced thermoplastics – First Pseudo-Grain Damage model

(2015) S. Kammoun et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Deep learning

(2015) Yann LeCun et al.   NATURE

Evaluation of jute/glass hybrid composite sandwich: Water resistance, impact properties and life cycle assessment

(2013) Surya D Pandita et al.   JOURNAL OF REINFORCED PLASTICS AND COMPOSITES

First pseudo-grain failure model for inelastic composites with misaligned short fibers

(2011) S. Kammoun et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Representative volume elements for discontinuous carbon fibre composites – Part 2: Determining the critical size

(2011) L.T. Harper et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Modeling elastic properties of short flax fiber-reinforced composites by orientation averaging

(2010) J. Modniks et al.   COMPUTATIONAL MATERIALS SCIENCE

Numerical generation of a random chopped fiber composite RVE and its elastic properties

(2008) Yi Pan et al.   COMPOSITES SCIENCE AND TECHNOLOGY