High‐Throughput Generation of 3D Graphene Metamaterials and Property Quantification Using Machine Learning

Deep learning model to predict complex stress and strain fields in hierarchical composites

(2021) Zhenze Yang et al.   Science Advances

LAMMPS - A flexible simulation tool for particle-based materials modeling at the atomic, meso, and continuum scales

(2021) Aidan P. Thompson et al.   COMPUTER PHYSICS COMMUNICATIONS

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 for alloys

(2021) Gus L. W. Hart et al.   Nature Reviews Materials

Three Dimensionally Free-Formable Graphene Foam with Designed Structures for Energy and Environmental Applications

(2020) Xi Xu et al.   ACS Nano

Multiscale Modeling Meets Machine Learning: What Can We Learn?

(2020) Grace C. Y. Peng et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

The Assembly of MXenes from 2D to 3D

(2020) Zhitan Wu et al.   Advanced Science

Mechanical properties of the hollow-wall graphene gyroid lattice

(2020) Kenichi Nakanishi et al.   ACTA MATERIALIA

Mechanical Metamaterials and Their Engineering Applications

(2019) James Utama Surjadi et al.   ADVANCED ENGINEERING MATERIALS

Micro-mechanism and influencing factors of graphene foam elasticity

(2019) Chao Wang et al.   CARBON

A Review of the Application of Machine Learning and Data Mining Approaches in Continuum Materials Mechanics

(2019) Frederic E. Bock et al.   Frontiers in Materials

A Self-Consistent Sonification Method to Translate Amino Acid Sequences into Musical Compositions and Application in Protein Design Using Artificial Intelligence

(2019) Chi-Hua Yu et al.   ACS Nano

Multifunctional mechanical‐metamaterials based on triply periodic minimal surface lattices: A review

(2019) Oraib Al-Ketan et al.   ADVANCED ENGINEERING MATERIALS

Graphene-based nano composites and their applications. A review

(2019) Abdulazeez T. Lawal   BIOSENSORS & BIOELECTRONICS

Mechanical Properties of Graphene Foam and Graphene Foam-Tissue Composites

(2018) Katie M. Yocham et al.   ADVANCED ENGINEERING MATERIALS

Mechanical and thermal properties of graphene random nanofoams via Molecular Dynamics simulations

(2018) Andrea Pedrielli et al.   CARBON

Energy dissipative mechanism of graphene foam materials

(2018) Chao Wang et al.   CARBON

A review of graphene-based separation membrane: Materials, characteristics, preparation and applications

(2018) Na Song et al.   DESALINATION

Multiscale Mechanics of Triply Periodic Minimal Surfaces of Three-Dimensional Graphene Foams

(2018) Gang Seob Jung et al.   NANO LETTERS

Machine learning for molecular and materials science

(2018) Keith T. Butler et al.   NATURE

Unusually low and density-insensitive thermal conductivity of three-dimensional gyroid graphene

(2017) Gang Seob Jung et al.   Nanoscale

Mechanical properties of graphene and graphene-based nanocomposites

(2017) Dimitrios G. Papageorgiou et al.   PROGRESS IN MATERIALS SCIENCE

High-throughput screening of bimetallic catalysts enabled by machine learning

(2017) Zheng Li et al.   Journal of Materials Chemistry A

A Review on Lattice Defects in Graphene: Types, Generation, Effects and Regulation

(2017) et al.   Micromachines

Flexible mechanical metamaterials

(2017) Katia Bertoldi et al.   Nature Reviews Materials

Computationally guided discovery of thermoelectric materials

(2017) Prashun Gorai et al.   Nature Reviews Materials

The mechanics and design of a lightweight three-dimensional graphene assembly

(2017) Zhao Qin et al.   Science Advances

A Method for Molecular Dynamics on Curved Surfaces

(2016) Stefan Paquay et al.   BIOPHYSICAL JOURNAL

The microscopic deformation mechanism of 3D graphene foam materials under uniaxial compression

(2016) Chao Wang et al.   CARBON

Synthesis, decoration and properties of three-dimensional graphene-based macrostructures: A review

(2015) Qile Fang et al.   CHEMICAL ENGINEERING JOURNAL

Block copolymer self-assembly for nanophotonics

(2015) Morgan Stefik et al.   CHEMICAL SOCIETY REVIEWS

Recent advances in utilization of graphene for filtration and desalination of water: A review

(2015) Arash Aghigh et al.   DESALINATION

How to represent crystal structures for machine learning: Towards fast prediction of electronic properties

(2014) K. T. Schütt et al.   PHYSICAL REVIEW B

Lightweight and Flexible Graphene Foam Composites for High-Performance Electromagnetic Interference Shielding

(2013) Zongping Chen et al.   ADVANCED MATERIALS

Self-assembly of block copolymers

(2012) Yiyong Mai et al.   CHEMICAL SOCIETY REVIEWS

The mechanics of graphene nanocomposites: A review

(2012) Robert J. Young et al.   COMPOSITES SCIENCE AND TECHNOLOGY

In situ self-assembly of mild chemical reduction graphene for three-dimensional architectures

(2011) Wufeng Chen et al.   Nanoscale

Three-dimensional flexible and conductive interconnected graphene networks grown by chemical vapour deposition

(2011) Zongping Chen et al.   NATURE MATERIALS

High Sensitivity Gas Detection Using a Macroscopic Three-Dimensional Graphene Foam Network

(2011) Fazel Yavari et al.   Scientific Reports

Structural Defects in Graphene

(2010) Florian Banhart et al.   ACS Nano

Self-Assembled Graphene Hydrogel via a One-Step Hydrothermal Process

(2010) Yuxi Xu et al.   ACS Nano

High-throughput DNA sequencing - concepts and limitations

(2010) Martin Kircher et al.   BIOESSAYS

Block copolymer based composition and morphology control in nanostructured hybrid materials for energy conversion and storage: solar cells, batteries, and fuel cells

(2010) M. Christopher Orilall et al.   CHEMICAL SOCIETY REVIEWS

Structure, function, and self-assembly of single network gyroid (I4132) photonic crystals in butterfly wing scales

(2010) V. Saranathan et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Negative Poisson's Ratio Behavior Induced by an Elastic Instability

(2009) Katia Bertoldi et al.   ADVANCED MATERIALS

Visualization and analysis of atomistic simulation data with OVITO–the Open Visualization Tool

(2009) Alexander Stukowski   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

The ITQ-37 mesoporous chiral zeolite

(2009) Junliang Sun et al.   NATURE

Measurement of the Elastic Properties and Intrinsic Strength of Monolayer Graphene

(2008) C. Lee et al.   SCIENCE