Physics-embedded graph network for accelerating phase-field simulation of microstructure evolution in additive manufacturing

Theoretical prediction of high melting temperature for a Mo–Ru–Ta–W HCP multiprincipal element alloy

(2021) Qi-Jun Hong et al.   npj Computational Materials

Effect of composite sintering additives containing non-oxide on mechanical, thermal and dielectric properties of silicon nitride ceramics substrate

(2021) Feng Hu et al.   CERAMICS INTERNATIONAL

Machine learning–accelerated computational fluid dynamics

(2021) Dmitrii Kochkov et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The development of grain structure during additive manufacturing

(2021) Alexander F. Chadwick et al.   ACTA MATERIALIA

Grain boundary formation through particle detachment during coarsening of nanoporous metals

(2021) Kate L. M. Elder et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Graph neural networks for an accurate and interpretable prediction of the properties of polycrystalline materials

(2021) Minyi Dai et al.   npj Computational Materials

Mapped phase field method for brittle fracture

(2021) Tianju Xue et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Additive manufacturing of high performance AZ31 magnesium alloy with full equiaxed grains: Microstructure, mechanical property, and electromechanical corrosion performance

(2021) Xuewei Fang et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Towards understanding grain nucleation under Additive Manufacturing solidification conditions

(2020) Arvind Prasad et al.   ACTA MATERIALIA

How cortical waves drive fission of motile cells

(2020) Sven Flemming et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A Comprehensive Survey on Graph Neural Networks

(2020) Zonghan Wu et al.   IEEE Transactions on Neural Networks and Learning Systems

A cellular automaton finite volume method for microstructure evolution during additive manufacturing

(2019) Yanping Lian et al.   MATERIALS & DESIGN

Additive manufacturing of ultrafine-grained high-strength titanium alloys

(2019) Duyao Zhang et al.   NATURE

Phase field simulation of powder bed-based additive manufacturing

(2018) Liang-Xing Lu et al.   ACTA MATERIALIA

Numerical investigation of effects of nucleation mechanisms on grain structure in metal additive manufacturing

(2018) Xuxiao Li et al.   COMPUTATIONAL MATERIALS SCIENCE

Investigation on evolution mechanisms of site-specific grain structures during metal additive manufacturing

(2018) P.W. Liu et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Process development of 99.95% pure copper processed via selective electron beam melting and its mechanical and physical properties

(2018) Ralf Guschlbauer et al.   MATERIALS CHARACTERIZATION

Direct numerical simulation of mechanical response in synthetic additively manufactured microstructures

(2018) Theron M Rodgers et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties

(2018) Tian Xie et al.   PHYSICAL REVIEW LETTERS

Texture control of 316L parts by modulation of the melt pool morphology in selective laser melting

(2018) Olivier Andreau et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Additive manufacturing of metals

(2016) Dirk Herzog et al.   ACTA MATERIALIA

Grain structure evolution in Inconel 718 during selective electron beam melting

(2016) H. Helmer et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Evolution of grain structure during laser additive manufacturing. Simulation by a cellular automata method

(2016) A. Zinoviev et al.   MATERIALS & DESIGN

Shape control and compartmentalization in active colloidal cells

(2015) Matthew Spellings et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Metal Additive Manufacturing: A Review

(2014) William E. Frazier   JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE

Microstructural and texture development in direct laser fabricated IN718

(2014) Lakshmi L. Parimi et al.   MATERIALS CHARACTERIZATION

Effect of the build orientation on the mechanical properties and fracture modes of SLM Ti–6Al–4V

(2014) M. Simonelli et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Effect of build geometry on the β-grain structure and texture in additive manufacture of Ti6Al4V by selective electron beam melting

(2013) A.A. Antonysamy et al.   MATERIALS CHARACTERIZATION

Diffuse Interface Models on Graphs for Classification of High Dimensional Data

(2012) Andrea L. Bertozzi et al.   MULTISCALE MODELING & SIMULATION

Large-scale 3D random polycrystals for the finite element method: Generation, meshing and remeshing

(2011) R. Quey et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Thermodynamically consistent phase-field models of fracture: Variational principles and multi-field FE implementations

(2010) C. Miehe et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Phase-field models in materials science

(2009) Ingo Steinbach   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Quantitative analysis of grain boundary properties in a generalized phase field model for grain growth in anisotropic systems

(2008) N. Moelans et al.   PHYSICAL REVIEW B