Modeling Macroscopic Material Behavior With Machine Learning Algorithms Trained by Micromechanical Simulations

Advanced microstructure classification by data mining methods

(2018) Jessica Gola et al.   COMPUTATIONAL MATERIALS SCIENCE

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

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

Artificial neural network for correction of effects of plasticity in equibiaxial residual stress profiles measured by hole drilling

(2017) Sergey Chupakhin et al.   JOURNAL OF STRAIN ANALYSIS FOR ENGINEERING DESIGN

Developing Multivariate Linear Regression Models to Predict the Electrochemical Performance of Lithium Ion Batteries Based on Material Property Parameters

(2017) Ho-Ming Cheng et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Elasto-Acoustic Coupling Between Two Circular Cylinders and Dense Fluid

(2017) Ilyes Mnassri et al.   International Journal of Applied Mechanics

A predictive machine learning approach for microstructure optimization and materials design

(2015) Ruoqian Liu et al.   Scientific Reports

FE2 multiscale in linear elasticity based on parametrized microscale models using proper generalized decomposition

(2013) F. El Halabi et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Characterization of the post-necking strain hardening behavior using the virtual fields method

(2013) J.-H. Kim et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

On the influence of isotropic and kinematic hardening caused by strain gradients on the deformation behaviour of polycrystals

(2013) Anxin Ma et al.   PHILOSOPHICAL MAGAZINE

Parameter identification of a mechanical ductile damage using Artificial Neural Networks in sheet metal forming

(2012) Fethi Abbassi et al.   MATERIALS & DESIGN

Neural Networks Relating Alloy Composition, Microstructure, and Tensile Properties of α/β-Processed TIMETAL 6-4

(2012) Peter C. Collins et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

Computational homogenization for multiscale crack modeling. Implementational and computational aspects

(2011) Vinh Phu Nguyen et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

VORO++: A three-dimensional Voronoi cell library in C++

(2009) Chris H. Rycroft   CHAOS

Multiscale modeling of impact on heterogeneous viscoelastic solids containing evolving microcracks

(2009) Flavio V. Souza et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Application of neural networks to predict the elevated temperature flow behavior of a low alloy steel

(2008) Y.C. Lin et al.   COMPUTATIONAL MATERIALS SCIENCE