Modeling solid solution strengthening in high entropy alloys using machine learning

Solid solution strengthening in multicomponent fcc and bcc alloys: Analytical approach

(2021) M. Lugovy et al.   Progress in Natural Science-Materials International

Lattice distortion as an estimator of solid solution strengthening in high-entropy alloys

(2021) Ankit Roy et al.   MATERIALS CHARACTERIZATION

Vanadium is an optimal element for strengthening in both fcc and bcc high-entropy alloys

(2020) Binglun Yin et al.   ACTA MATERIALIA

Using machine learning and feature engineering to characterize limited material datasets of high-entropy alloys

(2020) Dongbo Dai et al.   COMPUTATIONAL MATERIALS SCIENCE

Machine learning assisted design of high entropy alloys with desired property

(2019) Cheng Wen et al.   ACTA MATERIALIA

High-throughput solid solution strengthening characterization in high entropy alloys

(2019) Francisco Gil Coury et al.   ACTA MATERIALIA

Materials informatics: From the atomic-level to the continuum

(2019) J.M. Rickman et al.   ACTA MATERIALIA

Engineering atomic-level complexity in high-entropy and complex concentrated alloys

(2019) Hyun Seok Oh et al.   Nature Communications

Combining experiments and modeling to explore the solid solution strengthening of high and medium entropy alloys

(2019) G. Bracq et al.   ACTA MATERIALIA

Solid-solution strengthening in refractory high entropy alloys

(2019) Francisco Gil Coury et al.   ACTA MATERIALIA

The effects of substitution of Co with Ni on microstructure, mechanical properties, and age hardening of Co1-xCrFeNi1+xTi0.3 high-entropy alloys

(2019) Tao-Tsung Shun et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

ICME approach to explore equiatomic and non-equiatomic single phase BCC refractory high entropy alloys

(2019) Abheepsit Raturi et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Tuning element distribution, structure and properties by composition in high-entropy alloys

(2019) Qingqing Ding et al.   NATURE

Mechanistic origin of high strength in refractory BCC high entropy alloys up to 1900K

(2019) Francesco Maresca et al.   ACTA MATERIALIA

Phase prediction in high entropy alloys with a rational selection of materials descriptors and machine learning models

(2019) Yan Zhang et al.   ACTA MATERIALIA

(TiZrNbTa)-Mo high-entropy alloys: Dependence of microstructure and mechanical properties on Mo concentration and modeling of solid solution strengthening

(2018) Shao-Ping Wang et al.   INTERMETALLICS

Effect of lattice distortion on solid solution strengthening of BCC high-entropy alloys

(2018) Zhipeng Wang et al.   JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY

High Throughput Discovery and Design of Strong Multicomponent Metallic Solid Solutions

(2018) Francisco G. Coury et al.   Scientific Reports

Phase equilibria, mechanical properties and design of quaternary refractory high entropy alloys

(2018) Francisco Gil Coury et al.   MATERIALS & DESIGN

Evolutionary design of strong and stable high entropy alloys using multi-objective optimisation based on physical models, statistics and thermodynamics

(2018) Edern Menou et al.   MATERIALS & DESIGN

Effect of Ti on microstructures and mechanical properties of high entropy alloys based on CoFeMnNi system

(2018) Peng Cui et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Computational design of light and strong high entropy alloys (HEA): Obtainment of an extremely high specific solid solution hardening

(2018) Edern Menou et al.   SCRIPTA MATERIALIA

Feature selection based on artificial bee colony and gradient boosting decision tree

(2018) Haidi Rao et al.   APPLIED SOFT COMPUTING

Machine Learning Constrained with Dimensional Analysis and Scaling Laws: Simple, Transferable, and Interpretable Models of Materials from Small Datasets

(2018) Narendra Kumar et al.   CHEMISTRY OF MATERIALS

Mechanical properties of refractory high-entropy alloys: Experiments and modeling

(2017) H.W. Yao et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Modelling of solid solution strengthening in multicomponent alloys

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

Contribution of Lattice Distortion to Solid Solution Strengthening in a Series of Refractory High Entropy Alloys

(2017) H. Chen et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

Strengthening of high entropy alloys by dilute solute additions: CoCrFeNiAl x and CoCrFeNiMnAl x alloys

(2017) Céline Varvenne et al.   SCRIPTA MATERIALIA

A general formulation for solid solution hardening effect in multicomponent alloys

(2017) I. Toda-Caraballo   SCRIPTA MATERIALIA

Machine learning in materials informatics: recent applications and prospects

(2017) Rampi Ramprasad et al.   npj Computational Materials

Theory of strengthening in fcc high entropy alloys

(2016) Céline Varvenne et al.   ACTA MATERIALIA

Affordable FeCrNiMnCu high entropy alloys with excellent comprehensive tensile properties

(2016) Z.Y. Rao et al.   INTERMETALLICS

High-entropy alloys: a critical assessment of their founding principles and future prospects

(2016) E. J. Pickering et al.   INTERNATIONAL MATERIALS REVIEWS

Atomic displacement in the CrMnFeCoNi high-entropy alloy – A scaling factor to predict solid solution strengthening

(2016) Norihiko L. Okamoto et al.   AIP Advances

Modelling solid solution hardening in high entropy alloys

(2015) Isaac Toda-Caraballo et al.   ACTA MATERIALIA

Phase selection rules for cast high entropy alloys: an overview

(2015) S. Guo   MATERIALS SCIENCE AND TECHNOLOGY

Temperature dependence of the mechanical properties of equiatomic solid solution alloys with face-centered cubic crystal structures

(2014) Z. Wu et al.   ACTA MATERIALIA

Microstructures and mechanical properties of multiprincipal component CoCrFeNiTix alloys

(2012) Tao-Tsung Shun et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Mechanical properties of Nb25Mo25Ta25W25 and V20Nb20Mo20Ta20W20 refractory high entropy alloys

(2011) O.N. Senkov et al.   INTERMETALLICS

Microstructure and room temperature properties of a high-entropy TaNbHfZrTi alloy

(2011) O.N. Senkov et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Effect of valence electron concentration on stability of fcc or bcc phase in high entropy alloys

(2011) Sheng Guo et al.   JOURNAL OF APPLIED PHYSICS