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

Machine-learning informed prediction of high-entropy solid solution formation: Beyond the Hume-Rothery rules

(2020) Zongrui Pei et al.   npj Computational Materials

Multi-label phase-prediction in high-entropy-alloys using Artificial-Neural-Network

(2020) Shrey Dixit et al.   MATERIALS LETTERS

Designing High Entropy Alloys with Dual fcc and bcc Solid-Solution Phases: Structures and Mechanical Properties

(2019) Zhaowu Tang et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

Machine learning assisted design of high entropy alloys with desired property

(2019) Cheng Wen et al.   ACTA MATERIALIA

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

Data‐Driven Materials Science: Status, Challenges, and Perspectives

(2019) Lauri Himanen et al.   Advanced Science

Recent advances and applications of machine learning in solid-state materials science

(2019) Jonathan Schmidt et al.   npj Computational Materials

Structure prediction of multi-principal element alloys using ensemble learning

(2019) Amitava Choudhury et al.   ENGINEERING COMPUTATIONS

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

(2019) Yan Zhang et al.   ACTA MATERIALIA

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

(2019) Qingfeng Wu et al.   ACTA MATERIALIA

Application of fuzzy learning in the research of binary alloys: Revisit and validation

(2019) Huiran Zhang et al.   COMPUTATIONAL MATERIALS SCIENCE

Machine learning guided appraisal and exploration of phase design for high entropy alloys

(2019) Ziqing Zhou et al.   npj Computational Materials

Machine learning for phase selection in multi-principal element alloys

(2018) Nusrat Islam et al.   COMPUTATIONAL MATERIALS SCIENCE

Effects of Cr Content on Microstructure and Mechanical Properties of AlCoCrxFeNi High-Entropy Alloy

(2018) Tao-Tsung Shun et al.   Advances in Materials Science and Engineering

Study on the factors affecting solid solubility in binary alloys: An exploration by Machine Learning

(2018) Shengzhou Li et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Strengthening FCC-CoCrFeMnNi high entropy alloys by Mo addition

(2018) Gang Qin et al.   JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY

Multi-class sentiment classification: The experimental comparisons of feature selection and machine learning algorithms

(2017) Yang Liu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Machine learning on big data: Opportunities and challenges

(2017) Lina Zhou et al.   NEUROCOMPUTING

Predicting the formation and stability of single phase high-entropy alloys

(2016) D.J.M. King et al.   ACTA MATERIALIA

High-entropy alloy: challenges and prospects

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

Effect of electron count and chemical complexity in the Ta-Nb-Hf-Zr-Ti high-entropy alloy superconductor

(2016) Fabian von Rohr et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Correlation and variable importance in random forests

(2016) Baptiste Gregorutti et al.   STATISTICS AND COMPUTING

A general-purpose machine learning framework for predicting properties of inorganic materials

(2016) Logan Ward et al.   npj Computational Materials

Effects of AL addition on microstructure and mechanical properties of AlxCoCrFeNi High-entropy alloy

(2015) Tengfei Yang et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

Phase Selection in High-Entropy Alloys: From Nonequilibrium to Equilibrium

(2014) Zhijun Wang et al.   JOM

More than entropy in high-entropy alloys: Forming solid solutions or amorphous phase

(2013) Sheng Guo et al.   INTERMETALLICS

Structural stability of NiCoFeCrAlxhigh-entropy alloy fromab initiotheory

(2013) Fuyang Tian et al.   PHYSICAL REVIEW B

Effects of Al addition on the microstructure and mechanical property of AlxCoCrFeNi high-entropy alloys

(2012) Woei-Ren Wang et al.   INTERMETALLICS

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