A convolutional neural network based crystal plasticity finite element framework to predict localised deformation in metals

A novel crystal plasticity model incorporating transformation induced plasticity for a wide range of strain rates and temperatures

(2022) D.S. Connolly et al.   INTERNATIONAL JOURNAL OF PLASTICITY

A crystal plasticity investigation of grain size-texture interaction in magnesium alloys

(2021) Babak Ravaji et al.   ACTA MATERIALIA

A new ANN based crystal plasticity model for FCC materials and its application to non-monotonic strain paths

(2021) Olga Ibragimova et al.   INTERNATIONAL JOURNAL OF PLASTICITY

A machine learning framework for accelerating the design process using CAE simulations: An application to finite element analysis in structural crashworthiness

(2021) Christopher P. Kohar et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A multi-GPU implementation of a full-field crystal plasticity solver for efficient modeling of high-resolution microstructures

(2020) Adnan Eghtesad et al.   COMPUTER PHYSICS COMMUNICATIONS

Effect of microstructure on fracture in age hardenable Al alloys

(2020) Rama K. Sabat et al.   PHILOSOPHICAL MAGAZINE

A coupled thermomechanical crystal plasticity model applied to Quenched and Partitioned steel

(2020) Daniel S. Connolly et al.   INTERNATIONAL JOURNAL OF PLASTICITY

On the Potential of Recurrent Neural Networks For Modeling Path Dependent Plasticity

(2020) Maysam B. Gorji et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Creep rupture mechanism and microstructure evolution around film-cooling holes in nickel-based single crystal superalloy specimen

(2020) Dongxu Zhang et al.   ENGINEERING FRACTURE MECHANICS

A 3D phenomenological yield function with both in and out-of-plane mechanical anisotropy using full-field crystal plasticity spectral method for modelling sheet metal forming of strong textured aluminum alloy

(2020) Wencheng Liu et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Effect of 3D Representative Volume Element (RVE) Thickness on Stress and Strain Partitioning in Crystal Plasticity Simulations of Multi-Phase Materials

(2020) Faisal Qayyum et al.   Crystals

Coupled crystal plasticity finite element-phase field model with kinetics-controlled twinning mechanism for hexagonal metals

(2020) Guisen Liu et al.   ACTA MATERIALIA

Solving Stochastic Inverse Problems for Property–Structure Linkages Using Data-Consistent Inversion and Machine Learning

(2020) Anh Tran et al.   JOM

Machine learning based surrogate modeling approach for mapping crystal deformation in three dimensions

(2020) Anup Pandey et al.   SCRIPTA MATERIALIA

Application of artificial neural networks in micromechanics for polycrystalline metals

(2019) Usman Ali et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Gaussian-Process-Driven Adaptive Sampling for Reduced-Order Modeling of Texture Effects in Polycrystalline Alpha-Ti

(2019) Aaron E. Tallman et al.   JOM

A new micromechanics based full field numerical framework to simulate the effects of dynamic recrystallization on the formability of HCP metals

(2019) Jaspreet S. Nagra et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Predicting the mechanical response of oligocrystals with deep learning

(2019) A.L. Frankel et al.   COMPUTATIONAL MATERIALS SCIENCE

A Crystal Plasticity Formulation for Simulating the Formability of a Transformation Induced Plasticity Steel

(2019) Pingcheng Zhang et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Prediction of Cyclic Stress–Strain Property of Steels by Crystal Plasticity Simulations and Machine Learning

(2019) Yuto Miyazawa et al.   Materials

Deep learning predicts path-dependent plasticity

(2019) M. Mozaffar et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Material structure-property linkages using three-dimensional convolutional neural networks

(2018) Ahmet Cecen et al.   ACTA MATERIALIA

Computationally efficient predictions of crystal plasticity based forming limit diagrams using a spectral database

(2018) Akash Gupta et al.   INTERNATIONAL JOURNAL OF PLASTICITY

A strategy to apply machine learning to small datasets in materials science

(2018) Ying Zhang et al.   npj Computational Materials

Improvement of microstructure and corrosion properties of friction stir welded AA5754 by adding Zn interlayer

(2018) Ali Shamsipur et al.   International Journal of Minerals Metallurgy and Materials

Applied machine learning to predict stress hotspots I: Face centered cubic materials

(2018) Ankita Mangal et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Applied Machine Learning to Predict Stress Hotspots II: Hexagonal close packed materials

(2018) Ankita Mangal et al.   INTERNATIONAL JOURNAL OF PLASTICITY

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Efficient fast Fourier transform-based numerical implementation to simulate large strain behavior of polycrystalline materials

(2017) Jaspreet S. Nagra et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Data-driven reduced order models for effective yield strength and partitioning of strain in multiphase materials

(2017) Marat I. Latypov et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A crystal plasticity model for twinning- and transformation-induced plasticity

(2016) Su Leen Wong et al.   ACTA MATERIALIA

Crystal plasticity finite element simulations using a database of discrete Fourier transforms

(2015) Hamad F. Alharbi et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Calibrated localization relationships for elastic response of polycrystalline aggregates

(2014) Yuksel C. Yabansu et al.   ACTA MATERIALIA

A phase-field model of twinning and detwinning coupled with dislocation-based crystal plasticity for HCP metals

(2014) R. Kondo et al.   COMPUTATIONAL MATERIALS SCIENCE

Three dimensional predictions of grain scale plasticity and grain boundaries using crystal plasticity finite element models

(2014) Marko Knezevic et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Accelerating crystal plasticity simulations using GPU multiprocessors

(2014) Y. Mellbin et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Static recrystallization simulations by coupling cellular automata and crystal plasticity finite element method using a physically based model for nucleation

(2014) Fengbo Han et al.   JOURNAL OF MATERIALS SCIENCE

A dislocation-based multi-rate single crystal plasticity model

(2013) B.L. Hansen et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Crystal plasticity based finite element modelling of large strain deformation in AM30 magnesium alloy

(2012) Adel Izadbakhsh et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Non-crystallographic shear banding in crystal plasticity FEM simulations: Example of texture evolution in α-brass

(2011) N. Jia et al.   ACTA MATERIALIA

A new strain hardening model for rate-dependent crystal plasticity

(2011) Abhijit P. Brahme et al.   COMPUTATIONAL MATERIALS SCIENCE

Wavelet transformation based multi-time scale crystal plasticity FEM for cyclic deformation in titanium alloys under dwell load

(2011) Pritam Chakraborty et al.   FINITE ELEMENTS IN ANALYSIS AND DESIGN

The backstress effect of evolving deformation boundaries in FCC polycrystals

(2011) Abhijit P. Brahme et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Wavelet transformation based multi-time scaling method for crystal plasticity FE simulations under cyclic loading

(2010) Deepu S. Joseph et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A new crystal plasticity scheme for explicit time integration codes to simulate deformation in 3D microstructures: Effects of strain path, strain rate and thermal softening on localized deformation in the aluminum alloy 5754 during simple shear

(2010) J. Rossiter et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Crystal plasticity simulations using discrete Fourier transforms

(2009) Marko Knezevic et al.   ACTA MATERIALIA

Overview of constitutive laws, kinematics, homogenization and multiscale methods in crystal plasticity finite-element modeling: Theory, experiments, applications

(2009) F. Roters et al.   ACTA MATERIALIA

Prediction of cold rolling texture of steels using an Artificial Neural Network

(2009) Abhijit Brahme et al.   COMPUTATIONAL MATERIALS SCIENCE