Machine learning-enabled self-consistent parametrically-upscaled crystal plasticity model for Ni-based superalloys

Investigation of Elastic Properties of the Single-Crystal Nickel-Base Superalloy CMSX-4 in the Temperature Interval between Room Temperature and 1300 °C

(2021) Alexander Epishin et al.   Crystals

Uncertainty-quantified parametrically homogenized constitutive models (UQ-PHCMs) for dual-phase α/β titanium alloys

(2020) Shravan Kotha et al.   npj Computational Materials

Machine Learning-Aided Parametrically Homogenized Crystal Plasticity Model (PHCPM) for Single Crystal Ni-Based Superalloys

(2020) George Weber et al.   JOM

Two-way multi-scaling for predicting fatigue crack nucleation in titanium alloys using parametrically homogenized constitutive models

(2019) Deniz Ozturk et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Generating 3D virtual microstructures and statistically equivalent RVEs for subgranular gamma-gamma’ microstructures of nickel-based superalloys

(2019) M. Pinz et al.   COMPUTATIONAL MATERIALS SCIENCE

Parametrically homogenized constitutive models (PHCMs) from micromechanical crystal plasticity FE simulations: Part II: Thermo-elasto-plastic model with experimental validation for titanium alloys

(2019) Shravan Kotha et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Parametrically homogenized constitutive models (PHCMs) from micromechanical crystal plasticity FE simulations, part I: Sensitivity analysis and parameter identification for Titanium alloys

(2019) Shravan Kotha et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Microstructure and property based statistically equivalent RVEs for intragranular γ−γ' microstructures of Ni-based superalloys

(2018) M. Pinz et al.   ACTA MATERIALIA

Two-stage data-driven homogenization for nonlinear solids using a reduced order model

(2018) Felix Fritzen et al.   EUROPEAN JOURNAL OF MECHANICS A-SOLIDS

Role of exterior statistics-based boundary conditions for property-based statistically equivalent representative volume elements of polydispersed elastic composites

(2018) Dhirendra V Kubair et al.   JOURNAL OF COMPOSITE MATERIALS

A deep material network for multiscale topology learning and accelerated nonlinear modeling of heterogeneous materials

(2018) Zeliang Liu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Microstructure and Property-Based Statistically Equivalent Representative Volume Elements for Polycrystalline Ni-Based Superalloys Containing Annealing Twins

(2018) Akbar Bagri et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

A review of predictive nonlinear theories for multiscale modeling of heterogeneous materials

(2017) Karel Matouš et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A non-Schmid crystal plasticity finite element approach to multi-scale modeling of nickel-based superalloys

(2016) Shahriyar Keshavarz et al.   ACTA MATERIALIA

Stabilized tetrahedral elements for crystal plasticity finite element analysis overcoming volumetric locking

(2016) Jiahao Cheng et al.   COMPUTATIONAL MECHANICS

Finite strain mean-field homogenization of composite materials with hyperelastic-plastic constituents

(2016) I. Doghri et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Exterior statistics based boundary conditions for representative volume elements of elastic composites

(2016) Somnath Ghosh et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Multiscale modeling of polycrystalline nickel-based superalloys accounting for subgrain microstructures

(2016) Somnath Ghosh et al.   MECHANICS RESEARCH COMMUNICATIONS

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

(2015) Akash Gupta et al.   ACTA MATERIALIA

Computational homogenization of nonlinear elastic materials using neural networks

(2015) B. A. Le et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Hierarchical crystal plasticity FE model for nickel-based superalloys: Sub-grain microstructures to polycrystalline aggregates

(2015) Shahriyar Keshavarz et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Multi-scale crystal plasticity finite element model approach to modeling nickel-based superalloys

(2013) Shahriyar Keshavarz et al.   ACTA MATERIALIA

Linking phase-field and finite-element modeling for process–structure–property relations of a Ni-base superalloy

(2012) Bradley S. Fromm et al.   ACTA MATERIALIA

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Multi-scale computational homogenization: Trends and challenges

(2009) M.G.D. Geers et al.   JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS

Strengthening Mechanisms in Polycrystalline Multimodal Nickel-Base Superalloys

(2009) R.W. Kozar et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE