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

Numerical investigation of the influence of rolling texture and microstructure on fatigue crack initiation in BCC polycrystals

(2018) Fabien Briffod et al.   INTERNATIONAL JOURNAL OF FATIGUE

Prediction of Fatigue Strength in Steels by Linear Regression and Neural Network

(2018) Takayuki Shiraiwa et al.   MATERIALS TRANSACTIONS

On Tanaka-Mura's fatigue crack nucleation model and validation

(2017) Xijia Wu   FATIGUE & FRACTURE OF ENGINEERING MATERIALS & STRUCTURES

Microstructure modeling and crystal plasticity simulations for the evaluation of fatigue crack initiation in α-iron specimen including an elliptic defect

(2017) Fabien Briffod et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Fatigue Crack Initiation Simulation in Pure Iron Polycrystalline Aggregate

(2016) Fabien Briffod et al.   MATERIALS TRANSACTIONS

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

(2015) Akash Gupta et al.   ACTA MATERIALIA

Deep learning

(2015) Yann LeCun et al.   NATURE

Integrated experimental–simulation analysis of stress and strain partitioning in multiphase alloys

(2014) C.C. Tasan et al.   ACTA MATERIALIA

Model-based machine learning

(2013) C. M. Bishop   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Prediction of hardness of the tempered martensitic rim of TMT rebars

(2012) Monideepa Mukherjee et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Delineation of the space of 2-point correlations in a composite material system

(2008) S.R. Niezgoda et al.   ACTA MATERIALIA

3D simulations of microstructure and comparison with experimental microstructure coming from O.I.M analysis

(2007) L. St-Pierre et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Gradient-based microstructure reconstructions from distributions using fast Fourier transforms

(2007) D.T. Fullwood et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING