Machine learning based phase prediction and powder metallurgy assisted experimental validation of medium entropy compositionally complex alloys

Strength and ductility synergy of Nb-alloyed Ni0.6CoFe1.4 alloys

(2023) Jian Wu et al.   International Journal of Minerals Metallurgy and Materials

Tungsten doping enhances the mechanical properties of FeCr2V-based medium entropy alloy revealed by experiments and calculations

(2023) Yangfan Wang et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Hydrogen induced microstructure, mechanical properties and cracking evolution in a novel CoCrNiMo medium-entropy alloy

(2023) Yu Fu et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Prediction of phase and hardness of HEAs based on constituent elements using machine learning models

(2022) Mahmoud Bakr et al.   Materials Today Communications

Microstructural effects on the thermoelectric performance of Ge0.962Bi0.038Te1.057

(2022) Naor Madar et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Polymorphic transformation and elemental diffusional controlled phase spheroidization of eutectic VNbTiSi medium entropy alloy during heat treatment

(2022) Mingxu Wu et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Effects of aging time on the microstructural evolution and strengthening behavior of a VCoNiMo medium-entropy alloy

(2022) Young Mok Kim et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Microstructure and mechanical properties of equiatomic Ti-containing medium-entropy alloys

(2022) Sujung Son et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Accelerating phase prediction of refractory high entropy alloys via machine learning

(2022) Nan Qu et al.   PHYSICA SCRIPTA

Rapid Design, Microstructures, and Properties of Low-Cost Co-Free Al-Cr-Fe-Ni Eutectic Medium Entropy Alloys

(2022) Jiongpei Yuan et al.   Materials

Effect of B2 ordering on the tensile mechanical properties of refractory AlxNb40Ti40V20−x medium-entropy alloys

(2022) N. Yurchenko et al.   JOURNAL OF ALLOYS AND COMPOUNDS

The effect of longitudinal spin-fluctuations on high temperature properties of Co3Mn2Ge

(2022) Erna K. Delczeg-Czirjak et al.   SCRIPTA MATERIALIA

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

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

Developing a multilateral-based neural network model for engineering of high entropy amorphous alloys

(2021) Tzu-Chia Chen et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Machine learning elastic constants of multi-component alloys

(2021) Vivek Revi et al.   COMPUTATIONAL MATERIALS SCIENCE

Designing hexagonal close packed high entropy alloys using machine learning

(2021) Bejjipurapu Akhil et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Can an amorphous alloy crystallize into a high entropy alloy?

(2021) Nikhil Rai et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Phase prediction and new parametric approach for multi-component alloys with using deep learning API: Keras

(2021) Kağan Şarlar   PHYSICA SCRIPTA

Exploring the Phase Space of Multi-Principal-Element Alloys and Predicting the Formation of Bulk Metallic Glasses

(2020) Mirko Gabski et al.   Entropy

Consideration of kinetics on intermetallics formation in solid-solution high entropy alloys

(2020) T.H. Chou et al.   ACTA MATERIALIA

A new mathematical expression for the relation between characteristic temperature and glass-forming ability of metallic glasses

(2020) Ruijie Deng et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Preternatural Hexagonal High-Entropy Alloys: A Review

(2020) Rui-Xuan Li et al.   Acta Metallurgica Sinica-English Letters

Searching for high entropy alloys: A machine learning approach

(2020) Kevin Kaufmann et al.   ACTA MATERIALIA

Machine learned feature identification for predicting phase and Young's modulus of low-, medium- and high-entropy alloys

(2020) Ankit Roy et al.   SCRIPTA MATERIALIA

Towards ferrous medium-entropy alloys with low-cost and high-performance

(2020) Jae Wung Bae et al.   SCRIPTA MATERIALIA

Discovery of novel quaternary bulk metallic glasses using a developed correlation-based neural network approach

(2020) Majid Samavatian et al.   COMPUTATIONAL MATERIALS SCIENCE

Deep learning-based phase prediction of high-entropy alloys: Optimization, generation, and explanation

(2020) Soo Young Lee et al.   MATERIALS & DESIGN

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

(2020) Ronald Machaka   COMPUTATIONAL MATERIALS SCIENCE

Machine-learning phase prediction of high-entropy alloys

(2019) Wenjiang Huang et al.   ACTA MATERIALIA

Artificial Intelligence Predicts Body-Centered-Cubic and Face-Centered-Cubic Phases in High-Entropy Alloys

(2019) Abhishek Agarwal et al.   JOM

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

(2019) Yao Li et al.   Physical Review Materials

Designing novel lightweight, high-strength and high-plasticity Ti (AlCrNb)100- medium-entropy alloys

(2019) Y.C. Liao et al.   INTERMETALLICS

A body-centered cubic Zr50Ti35Nb15 medium-entropy alloy with unique properties

(2019) Xuehui Yan et al.   SCRIPTA MATERIALIA

A novel medium entropy alloy based on iron-manganese-aluminum-nickel: influence of boron addition on phase formation, microstructure, and mechanical properties

(2019) Gasan Hakan et al.   Materials Research Express

Machine learning for phase selection in multi-principal element alloys

(2018) Nusrat Islam et al.   COMPUTATIONAL MATERIALS SCIENCE

Development and exploration of refractory high entropy alloys—A review

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

Ab initio phase stabilities and mechanical properties of multicomponent alloys: A comprehensive review for high entropy alloys and compositionally complex alloys

(2018) Yuji Ikeda et al.   MATERIALS CHARACTERIZATION

Design of non-equiatomic medium-entropy alloys

(2018) Yang Zhou et al.   Scientific Reports

Data analytics and parallel-coordinate materials property charts

(2018) Jeffrey M. Rickman   npj Computational Materials

A machine learning approach for engineering bulk metallic glass alloys

(2018) Logan Ward et al.   ACTA MATERIALIA

Parametric Study of Amorphous High-Entropy Alloys formation from two New Perspectives: Atomic Radius Modification and Crystalline Structure of Alloying Elements

(2017) Q. Hu et al.   Scientific Reports

A multi-component AlCrFe2Ni2 alloy with excellent mechanical properties

(2016) Yong Dong et al.   MATERIALS LETTERS

High-entropy alloy: challenges and prospects

(2016) Y.F. Ye et al.   Materials Today

Exceptional damage-tolerance of a medium-entropy alloy CrCoNi at cryogenic temperatures

(2016) Bernd Gludovatz et al.   Nature Communications

The distance function effect on k-nearest neighbor classification for medical datasets

(2016) Li-Yu Hu et al.   SpringerPlus

Atomic-size effect and solid solubility of multicomponent alloys

(2015) Zhijun Wang et al.   SCRIPTA MATERIALIA

An ensemble wavelet bootstrap machine learning approach to water demand forecasting: a case study in the city of Calgary, Canada

(2015) Mukesh K. Tiwari et al.   Urban Water Journal

Electronic and thermodynamic criteria for the occurrence of high entropy alloys in metallic systems

(2014) M.G. Poletti et al.   ACTA MATERIALIA

A geometrical parameter for the formation of disordered solid solutions in multi-component alloys

(2014) Anil Kumar Singh et al.   INTERMETALLICS

Recovery, recrystallization, grain growth and phase stability of a family of FCC-structured multi-component equiatomic solid solution alloys

(2013) Z. Wu et al.   INTERMETALLICS

Microstructures and properties of high-entropy alloys

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

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

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

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

Pd20Pt20Cu20Ni20P20 high-entropy alloy as a bulk metallic glass in the centimeter

(2011) A. Takeuchi et al.   INTERMETALLICS

Effects of annealing treatment on phase composition and microstructure of CoCrFeNiTiAlx high-entropy alloys

(2011) Kuibao Zhang et al.   INTERMETALLICS

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

Revisiting Hume-Rothery’s Rules with artificial neural networks

(2008) Y.M. Zhang et al.   ACTA MATERIALIA