Machine learning for accelerating the design process of double-double composite structures

End-to-end deep learning method to predict complete strain and stress tensors for complex hierarchical composite microstructures

(2021) Zhenze Yang et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Machine learning assisted characterisation and simulation of compressive damage in composite laminates

(2021) Johannes Reiner et al.   COMPOSITE STRUCTURES

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

(2021) C. Furtado et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Designing an Adhesive Pillar Shape with Deep Learning-Based Optimization

(2020) Yongtae Kim et al.   ACS Applied Materials & Interfaces

D and DD-drop Layup Optimization of Aircraft Wing Panels under Multi-Load Case Design Environment

(2020) Sachin Shrivastava et al.   COMPOSITE STRUCTURES

Prediction of composite microstructure stress-strain curves using convolutional neural networks

(2020) Charles Yang et al.   MATERIALS & DESIGN

Finite‐Element‐Based Deep‐Learning Model for Deformation Behavior of Digital Materials

(2020) Zhizhou Zhang et al.   Advanced Theory and Simulations

Vibrational detection of delamination in composites using a combined finite element analysis and machine learning approach

(2020) Eric W. Jacobs et al.   JOURNAL OF APPLIED PHYSICS

Machine Learning-Based Detection of Graphene Defects with Atomic Precision

(2020) Bowen Zheng et al.   Nano-Micro Letters

Machine learning for composite materials

(2019) Chun-Teh Chen et al.   MRS Communications

Microstructure optimization with constrained design objectives using machine learning-based feedback-aware data-generation

(2019) Arindam Paul et al.   COMPUTATIONAL MATERIALS SCIENCE

A comparative review between Genetic Algorithm use in composite optimisation and the state-of-the-art in evolutionary computation

(2019) ZhenZhou Wang et al.   COMPOSITE STRUCTURES

A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis

(2018) Liang Liang et al.   Journal of the Royal Society Interface

Bioinspired hierarchical composite design using machine learning: simulation, additive manufacturing, and experiment

(2018) Grace X. Gu et al.   Materials Horizons

Accelerated Search and Design of Stretchable Graphene Kirigami Using Machine Learning

(2018) Paul Z. Hanakata et al.   PHYSICAL REVIEW LETTERS

Smart finite elements: A novel machine learning application

(2018) German Capuano et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Structural vibration-based classification and prediction of delamination in smart composite laminates using deep learning neural network

(2018) Asif Khan et al.   COMPOSITES PART B-ENGINEERING

A hybrid decision tree algorithm for mixed numeric and categorical data in regression analysis

(2017) Kyoungok Kim et al.   PATTERN RECOGNITION LETTERS

Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machines

(2015) V. Rodriguez-Galiano et al.   ORE GEOLOGY REVIEWS

3D-Printing of Lightweight Cellular Composites

(2014) Brett G. Compton et al.   ADVANCED MATERIALS

An invariant-based theory of composites

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

Machine learning of molecular electronic properties in chemical compound space

(2013) Grégoire Montavon et al.   NEW JOURNAL OF PHYSICS

Accelerating materials property predictions using machine learning

(2013) Ghanshyam Pilania et al.   Scientific Reports

Gradient boosting machines, a tutorial

(2013) Alexey Natekin et al.   Frontiers in Neurorobotics

An optimizing BP neural network algorithm based on genetic algorithm

(2011) Shifei Ding et al.   ARTIFICIAL INTELLIGENCE REVIEW

Biological Composites

(2010) John W.C. Dunlop et al.   Annual Review of Materials Research

Optimization of laminated composites considering different failure criteria

(2009) R.H. Lopez et al.   COMPOSITES PART B-ENGINEERING

Multiobjective stacking sequence optimization for laminated composite structures

(2009) François-Xavier Irisarri et al.   COMPOSITES SCIENCE AND TECHNOLOGY