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

Generative Deep Neural Networks for Inverse Materials Design Using Backpropagation and Active Learning

(2020) Chun‐Teh Chen et al.   Advanced Science

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

(2020) Charles Yang et al.   MATERIALS & DESIGN

Machine learning for composite materials

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

Machine-learning Based Design of Active Composite Structures for 4D Printing

(2019) Craig Hamel et al.   Smart Materials and Structures

Four-dimensional printing of a novel acrylate-based shape memory polymer using digital light processing

(2019) Hongzhi Wu et al.   MATERIALS & DESIGN

Accelerating multiscale finite element simulations of history-dependent materials using a recurrent neural network

(2019) F. Ghavamian et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Data-driven multi-scale multi-physics models to derive process–structure–property relationships for additive manufacturing

(2018) Wentao Yan et al.   COMPUTATIONAL MECHANICS

A multiscale multi-permeability poroplasticity model linked by recursive homogenizations and deep learning

(2018) Kun Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Methods for interpreting and understanding deep neural networks

(2018) Grégoire Montavon et al.   DIGITAL SIGNAL PROCESSING

A deep material network for multiscale topology learning and accelerated nonlinear modeling of heterogeneous materials

(2018) Zeliang Liu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

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

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

A data-driven computational homogenization method based on neural networks for the nonlinear anisotropic electrical response of graphene/polymer nanocomposites

(2018) Xiaoxin Lu et al.   COMPUTATIONAL MECHANICS

4D printing with robust thermoplastic polyurethane hydrogel-elastomer trilayers

(2018) Anna B. Baker et al.   MATERIALS & DESIGN

4D Printed Actuators with Soft-Robotic Functions

(2017) María López-Valdeolivas et al.   MACROMOLECULAR RAPID COMMUNICATIONS

Soft material for soft actuators

(2017) Aslan Miriyev et al.   Nature Communications

A review of 4D printing

(2017) Farhang Momeni et al.   MATERIALS & DESIGN

Buckling optimization of composite laminates using a hybrid algorithm under Puck failure criterion constraint

(2016) H Arda Deveci et al.   JOURNAL OF REINFORCED PLASTICS AND COMPOSITES

The status, challenges, and future of additive manufacturing in engineering

(2015) Wei Gao et al.   COMPUTER-AIDED DESIGN

Sequential Self-Folding Structures by 3D Printed Digital Shape Memory Polymers

(2015) Yiqi Mao et al.   Scientific Reports

Multiscale methodology for bone remodelling simulation using coupled finite element and neural network computation

(2010) Ridha Hambli et al.   Biomechanics and Modeling in Mechanobiology

Tunable digital material properties for 3D voxel printers

(2010) Jonathan Hiller et al.   RAPID PROTOTYPING JOURNAL