Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods

Microstructure morphology and concentration modulation of nanocomposite thin-films during simulated physical vapor deposition

(2020) James A. Stewart et al.   ACTA MATERIALIA

A data-driven surrogate model to rapidly predict microstructure morphology during physical vapor deposition

(2020) Elizabeth Herman et al.   APPLIED MATHEMATICAL MODELLING

Machine learning materials physics: Multi-resolution neural networks learn the free energy and nonlinear elastic response of evolving microstructures

(2020) Xiaoxuan Zhang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Large-scale phase-field simulation of three-dimensional isotropic grain growth in polycrystalline thin films

(2019) Eisuke Miyoshi et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Application of Gaussian Process regression models for capturing the evolution of microstructure statistics in aging of Nickel-based superalloys

(2019) Yuksel C. Yabansu et al.   ACTA MATERIALIA

An optimization approach to identify processing pathways for achieving tailored thin film morphologies

(2018) Spencer Pfeifer et al.   COMPUTATIONAL MATERIALS SCIENCE

Long-Term Temporal Convolutions for Action Recognition

(2018) Gul Varol et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Born to learn: The inspiration, progress, and future of evolved plastic artificial neural networks

(2018) Andrea Soltoggio et al.   NEURAL NETWORKS

Phase-field simulation for the evolution of solid/liquid interface front in directional solidification process

(2018) Yuhong Zhao et al.   JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY

Machine learning materials physics: Surrogate optimization and multi-fidelity algorithms predict precipitate morphology in an alternative to phase field dynamics

(2018) Gregory H. Teichert et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

LSTM network: a deep learning approach for short-term traffic forecast

(2017) Zheng Zhao et al.   IET Intelligent Transport Systems

Accelerating large-scale phase-field simulations with GPU

(2017) Xiaoming Shi et al.   AIP Advances

Ultra-large-scale phase-field simulation study of ideal grain growth

(2017) Eisuke Miyoshi et al.   npj Computational Materials

Large-scale three-dimensional phase-field simulations for phase coarsening at ultrahigh volume fraction on high-performance architectures

(2016) Hui Yan et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Understanding dislocation mechanics at the mesoscale using phase field dislocation dynamics

(2016) I. J. Beyerlein et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Structure–property linkages using a data science approach: Application to a non-metallic inclusion/steel composite system

(2015) Akash Gupta et al.   ACTA MATERIALIA

Large scale phase-field simulations of directional ternary eutectic solidification

(2015) Johannes Hötzer et al.   ACTA MATERIALIA

Parallel computing for phase-field models

(2013) Alexander Vondrous et al.   INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS

Phase-field model with finite interface dissipation: Extension to multi-component multi-phase alloys

(2012) Lijun Zhang et al.   ACTA MATERIALIA

Large-Scale 3D Phase Field Dislocation Dynamics Simulations On High-Performance Architectures

(2010) Abigail Hunter et al.   INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS

Plasticity and Dislocation Dynamics in a Phase Field Crystal Model

(2010) Pak Yuen Chan et al.   PHYSICAL REVIEW LETTERS

A Surface Phase Field Model for Two-Phase Biological Membranes

(2010) Charles M. Elliott et al.   SIAM JOURNAL ON APPLIED MATHEMATICS

Microstructure sensitive design for performance optimization

(2009) David T. Fullwood et al.   PROGRESS IN MATERIALS SCIENCE

Modeling heterogeneous materials via two-point correlation functions. II. Algorithmic details and applications

(2008) Y. Jiao et al.   PHYSICAL REVIEW E

Microstructure reconstructions from 2-point statistics using phase-recovery algorithms

(2007) David T. Fullwood et al.   ACTA MATERIALIA