Accelerated discovery of single-phase refractory high entropy alloys assisted by machine learning

Improving phase prediction accuracy for high entropy alloys with Machine learning

(2021) Sandesh Risal et al.   COMPUTATIONAL MATERIALS SCIENCE

Machine learning approach to predict new multiphase high entropy alloys

(2021) Yegi Vamsi Krishna et al.   SCRIPTA MATERIALIA

Modeling solid solution strengthening in high entropy alloys using machine learning

(2021) Cheng Wen et al.   ACTA MATERIALIA

Predictive descriptors in machine learning and data-enabled explorations of high-entropy alloys

(2021) Ankit Roy et al.   COMPUTATIONAL MATERIALS SCIENCE

Machine learning-enabled identification of new medium to high entropy alloys with solid solution phases

(2021) Ujjawal Kumar Jaiswal et al.   COMPUTATIONAL MATERIALS SCIENCE

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

(2020) Dongbo Dai et al.   COMPUTATIONAL MATERIALS SCIENCE

Molecular dynamics-based analysis of the effect of voids and HCP-Phase inclusion on deformation of single-crystal CoCrFeMnNi high-entropy alloy

(2020) Yuming Qi et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

First principle calculation of the effect of Cr, Ti content on the properties of VMoNbTaWMx (M = Cr, Ti) refractory high entropy alloy

(2020) Yu Gao et al.   VACUUM

Machine learning reveals the importance of the formation enthalpy and atom-size difference in forming phases of high entropy alloys

(2020) Lei Zhang et al.   MATERIALS & DESIGN

Searching for high entropy alloys: A machine learning approach

(2020) Kevin Kaufmann et al.   ACTA MATERIALIA

Effects of Ta on the high temperature oxidation behavior of IN617 alloy in air

(2020) Shuang Gao et al.   CORROSION SCIENCE

Solid-state cold spraying of FeCoCrNiMn high-entropy alloy: an insight into microstructure evolution and oxidation behavior at 700-900 °C

(2020) Yaxin Xu et al.   JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY

Enhanced oxidation resistance of MoTaTiCrAl high entropy alloys by removal of Al

(2020) Li-Chao Li et al.   Science China-Materials

Laser additive manufacturing of CrMnFeCoNi high entropy alloy: Microstructural evolution, high-temperature oxidation behavior and mechanism

(2020) Zhaopeng Tong et al.   OPTICS AND LASER TECHNOLOGY

Phase prediction of Ni-base superalloys via high-throughput experiments and machine learning

(2020) Zijun Qin et al.   Materials Research Letters

Neural network model for correlating microstructural features and hardness properties of nickel-based superalloys

(2020) Yangping Li et al.   Journal of Materials Research and Technology-JMR&T

Integrating data mining and machine learning to discover high-strength ductile titanium alloys

(2020) Chengxiong Zou et al.   ACTA MATERIALIA

Machine learning-guided synthesis of advanced inorganic materials

(2020) Bijun Tang et al.   Materials Today

Machine learning-based prediction of phases in high-entropy alloys

(2020) Ronald Machaka   COMPUTATIONAL MATERIALS SCIENCE

Physics-informed machine learning for composition – process – property design: Shape memory alloy demonstration

(2020) Sen Liu et al.   Applied Materials Today

Development of spark plasma sintered TiAlSiMoW multicomponent alloy: Microstructural evolution, corrosion and oxidation resistance

(2019) L. Rudolf Kanyane et al.   Results in Physics

Machine learning assisted design of high entropy alloys with desired property

(2019) Cheng Wen et al.   ACTA MATERIALIA

Materials informatics: From the atomic-level to the continuum

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

Machine-learning phase prediction of high-entropy alloys

(2019) Wenjiang Huang et al.   ACTA MATERIALIA

Design of self-assembly dipeptide hydrogels and machine learning via their chemical features

(2019) Fei Li et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Oxidation response of a vacuum arc melted NbZrTiCrAl refractory high entropy alloy at 800–1200 °C

(2019) Ping Zhang et al.   VACUUM

Influence of Al content on high temperature oxidation behavior of AlxCoCrFeNiTi0.5 high entropy alloys

(2019) S. Wang et al.   VACUUM

Low inter-diffusivity γ'-base bondcoats for single crystal superalloy René N5. Ⅱ: Cyclic oxidation behavior at 1100 ºC

(2019) Hongrui Yao et al.   CORROSION SCIENCE

Effect of Al content on high temperature oxidation resistance of AlxCoCrCuFeNi high entropy alloys (x=0, 0.5, 1, 1.5, 2)

(2019) Y.Y. Liu et al.   VACUUM

Materials informatics for the screening of multi-principal elements and high-entropy alloys

(2019) J. M. Rickman et al.   Nature Communications

High-entropy alloys

(2019) Easo P. George et al.   Nature Reviews Materials

Machine-learning-assisted discovery of polymers with high thermal conductivity using a molecular design algorithm

(2019) Stephen Wu et al.   npj Computational Materials

CALPHAD aided design of high entropy alloy to achieve high strength via precipitate strengthening

(2019) Lin Guo et al.   Science China-Materials

Machine-learning model for predicting phase formations of high-entropy alloys

(2019) Yao Li et al.   Physical Review Materials

On the oxidation mechanism of refractory high entropy alloys

(2019) Franz Müller et al.   CORROSION SCIENCE

Structure prediction of multi-principal element alloys using ensemble learning

(2019) Amitava Choudhury et al.   ENGINEERING COMPUTATIONS

High Entropy Alloys Mined From Binary Phase Diagrams

(2019) Jie Qi et al.   Scientific Reports

Uncovering the eutectics design by machine learning in the Al–Co–Cr–Fe–Ni high entropy system

(2019) Qingfeng Wu et al.   ACTA MATERIALIA

Machine learning-based design of porous graphene with low thermal conductivity

(2019) Jing Wan et al.   CARBON

Machine Learning Assisted Synthesis of Metal–Organic Nanocapsules

(2019) Yunchao Xie et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Oxidation Behavior between 700 and 1300 °C of Refractory TiZrNbHfTa High-Entropy Alloys Containing Aluminum

(2018) Chia-Hsiu Chang et al.   ADVANCED ENGINEERING MATERIALS

Machine learning for phase selection in multi-principal element alloys

(2018) Nusrat Islam et al.   COMPUTATIONAL MATERIALS SCIENCE

High temperature oxidation behavior of Cr-Mn-Fe-Co-Ni high entropy alloy

(2018) Young-Kyun Kim et al.   INTERMETALLICS

Microstructure, mechanical and thermal oxidation behavior of AlNbTiZr high entropy alloy

(2018) J. Jayaraj et al.   INTERMETALLICS

Development and exploration of refractory high entropy alloys—A review

(2018) Oleg N. Senkov et al.   JOURNAL OF MATERIALS RESEARCH

The effect of Ti on the sintering and mechanical properties of refractory high-entropy alloy Ti x WTaVCr fabricated via spark plasma sintering for fusion plasma-facing materials

(2018) Owais Ahmed Waseem et al.   MATERIALS CHEMISTRY AND PHYSICS

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

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

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

(2018) Ying Zhang et al.   npj Computational Materials

Modeling the structure and thermodynamics of high-entropy alloys

(2018) Michael Widom   JOURNAL OF MATERIALS RESEARCH

Tunable stacking fault energies by tailoring local chemical order in CrCoNi medium-entropy alloys

(2018) Jun Ding et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

About the Reliability of CALPHAD Predictions in Multicomponent Systems

(2018) Stéphane Gorsse et al.   Entropy

Microstructural characterization and oxidation resistance of multicomponent equiatomic CoCrCuFeNi–TiO high-entropy alloy

(2018) Qing-dong Qin et al.   International Journal of Minerals Metallurgy and Materials

Probing the phase transformation and dislocation evolution in dual-phase high-entropy alloys

(2018) Qihong Fang et al.   INTERNATIONAL JOURNAL OF PLASTICITY

CALPHAD-aided development of quaternary multi-principal element refractory alloys based on NbTiZr

(2018) O.N. Senkov et al.   JOURNAL OF ALLOYS AND COMPOUNDS

High temperature oxidation behaviors of equimolar NbTiZrV and NbTiZrCr refractory complex concentrated alloys (RCCAs)

(2017) T.M. Butler et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Effect of microalloying with silicon on high temperature oxidation resistance of novel refractory high-entropy alloy Ta-Mo-Cr-Ti-Al

(2017) Franz Müller et al.   MATERIALS AT HIGH TEMPERATURES

High-Temperature Oxidation Behavior of Refractory High-Entropy Alloys: Effect of Alloy Composition

(2017) Bronislava Gorr et al.   OXIDATION OF METALS

Microstructural evolution of René N4 during high temperature creep and aging

(2017) Alessandro Giorgetti et al.   Results in Physics

Alloying effect on the elastic properties of refractory high-entropy alloys

(2017) Li-Yun Tian et al.   MATERIALS & DESIGN

Atomic and electronic basis for the serrations of refractory high-entropy alloys

(2017) William Yi Wang et al.   npj Computational Materials

Isothermal oxidation mechanism of a newly developed Nb–Ti–V–Cr–Al–W–Mo–Hf alloy at 800–1200°C

(2016) Jianshu Zheng et al.   INTERNATIONAL JOURNAL OF REFRACTORY METALS & HARD MATERIALS

Interdiffusion in the FCC-structured Al-Co-Cr-Fe-Ni high entropy alloys: Experimental studies and numerical simulations

(2016) Juliusz Dąbrowa et al.   JOURNAL OF ALLOYS AND COMPOUNDS

High temperature oxidation behavior of an equimolar refractory metal-based alloy 20Nb 20Mo 20Cr 20Ti 20Al with and without Si addition

(2016) B. Gorr et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Ni tracer diffusion in CoCrFeNi and CoCrFeMnNi high entropy alloys

(2016) M. Vaidya et al.   JOURNAL OF ALLOYS AND COMPOUNDS

First principles exploration of near-equiatomic NiFeCrCo high entropy alloys

(2016) C. Niu et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Machine-learning-assisted materials discovery using failed experiments

(2016) Paul Raccuglia et al.   NATURE

Oxidation Behavior of the CrMnFeCoNi High-Entropy Alloy

(2016) G. Laplanche et al.   OXIDATION OF METALS

Ab initio thermodynamics of the CoCrFeMnNi high entropy alloy: Importance of entropy contributions beyond the configurational one

(2015) Duancheng Ma et al.   ACTA MATERIALIA

Microstructure, chemistry and mechanical properties of Ni-based superalloy Rene N4 under irradiation at room temperature

(2015) C. Sun et al.   ACTA MATERIALIA

Accelerated exploration of multi-principal element alloys for structural applications

(2015) O.N. Senkov et al.   CALPHAD-COMPUTER COUPLING OF PHASE DIAGRAMS AND THERMOCHEMISTRY

Design of Refractory High-Entropy Alloys

(2015) M. C. Gao et al.   JOM

Phase equilibria, microstructure, and high temperature oxidation resistance of novel refractory high-entropy alloys

(2015) B. Gorr et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Accelerated exploration of multi-principal element alloys with solid solution phases

(2015) O.N. Senkov et al.   Nature Communications

Single-phase high-entropy alloys – an overview

(2015) Roksolana Kozak et al.   Zeitschrift fur Kristallographie-Crystalline Materials

Cyclic oxidation kinetics and oxide scale morphologies developed on alloy 617

(2014) Kh. A. Al-Hatab et al.   APPLIED SURFACE SCIENCE

High-Temperature Oxidation Behavior of Al-Co-Cr-Ni-(Fe or Si) Multicomponent High-Entropy Alloys

(2014) T. M. Butler et al.   JOM

Ab initio design of elastically isotropic TiZrNbMoV high-entropy alloys

(2014) Fuyang Tian et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Sluggish diffusion in Co–Cr–Fe–Mn–Ni high-entropy alloys

(2013) K.-Y. Tsai et al.   ACTA MATERIALIA

An understanding of high entropy alloys from phase diagram calculations

(2013) F. Zhang et al.   CALPHAD-COMPUTER COUPLING OF PHASE DIAGRAMS AND THERMOCHEMISTRY

Effect of Ti (Macro-) Alloying on the High-Temperature Oxidation Behavior of Ternary Mo–Si–B Alloys at 820–1,300 °C

(2013) Maria Azimovna Azim et al.   OXIDATION OF METALS

Microstructures and properties of high-entropy alloys

(2013) Yong Zhang et al.   PROGRESS IN MATERIALS SCIENCE

Gradient boosting machines, a tutorial

(2013) Alexey Natekin et al.   Frontiers in Neurorobotics

Computational Thermodynamics Aided High-Entropy Alloy Design

(2012) Chuan Zhang et al.   JOM

Oxidation behavior of a refractory NbCrMo0.5Ta0.5TiZr alloy

(2012) O. N. Senkov et al.   JOURNAL OF MATERIALS SCIENCE

Incipient oxidation kinetics of alloy 617 and residual stress of the oxide scale formed in air at temperatures between 850 and 1000°C

(2012) Hsiao-Ming Tung et al.   JOURNAL OF NUCLEAR MATERIALS

The liquation cracking behavior of IN738LC superalloy during low power Nd:YAG pulsed laser welding

(2012) M. Montazeri et al.   MATERIALS CHARACTERIZATION

Prediction of high-entropy stabilized solid-solution in multi-component alloys

(2012) X. Yang et al.   MATERIALS CHEMISTRY AND PHYSICS

Hume-Rothery rules for structurally complex alloy phases

(2012) Uichiro Mizutani   MRS BULLETIN

Phase stability in high entropy alloys: Formation of solid-solution phase or amorphous phase

(2012) Sheng GUO et al.   Progress in Natural Science-Materials International

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

Isothermal oxidation behaviour of Nb–W–Cr Alloys

(2010) Maria del Pilar Moricca et al.   CORROSION SCIENCE

Refractory high-entropy alloys

(2010) O.N. Senkov et al.   INTERMETALLICS

Influence of the Oxygen Partial Pressure on the Oxidation of Inconel 617 Alloy at High Temperature

(2010) A. Duval et al.   OXIDATION OF METALS

Modelling and analysis of the oxidation influence on creep behaviour of thin-walled structures of the single-crystal nickel-base superalloy René N5 at 980 °C

(2009) Matthias Bensch et al.   ACTA MATERIALIA

An investigation on thermal, metallurgical and mechanical states in weld cracking of Inconel 738LC superalloy

(2009) Yann Danis et al.   MATERIALS & DESIGN

Improvement of Oxidation Resistance of γ-TiAl at 900 and 1000 °C Through Hot-dip Aluminizing

(2009) Z. G. Zhang et al.   OXIDATION OF METALS

Solid-Solution Phase Formation Rules for Multi-component Alloys

(2008) Y. Zhang et al.   ADVANCED ENGINEERING MATERIALS