A New Phase Classifier with an Optimized Feature Set in ML-Based Phase Prediction of High-Entropy Alloys

A New Phase Classifier with an Optimized Feature Set in ML-Based Phase Prediction of High-Entropy Alloys

The phases of high-entropy alloys (HEAs) are closely related to their properties. However, phase prediction bears a significant challenge due to the extensive search space and complex formation mechanisms of HEAs. This study demonstrates a precise and timely methodology for predicting alloy phases....

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Bibliographic Details
Main Authors: Yifan Zhang, Wei Ren, Weili Wang, Shujian Ding, Nan Li
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Applied Sciences
Subjects:
high-entropy alloy
machine learning
data imbalance
phase selection
Online Access:https://www.mdpi.com/2076-3417/13/20/11327

Internet

https://www.mdpi.com/2076-3417/13/20/11327

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