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基于机器学习的高熵合金相预测:一篇数据文章。

Machine learning-based prediction of phases in high-entropy alloys: A data article.

作者信息

Machaka Ronald, Motsi Glenda T, Raganya Lerato M, Radingoana Precious M, Chikosha Silethelwe

机构信息

Advanced Materials Manufacturing, Manufacturing Cluster, Council for Scientific and Industrial Research, P.O. Box 395, Pretoria, 0001, South Africa.

School of Mining, Metallurgy and Chemical Engineering, University of Johannesburg, Johannesburg, South Africa.

出版信息

Data Brief. 2021 Sep 16;38:107346. doi: 10.1016/j.dib.2021.107346. eCollection 2021 Oct.

Abstract

A systematic framework for choosing the most determinant combination of predictor features and solving the multiclass phase classification problem associated with high-entropy alloy (HEA) was recently proposed [1]. The data associated with that research paper, titled "", is presented in this data article. This dataset is a systematic documentation and comprehensive survey of experimentally reported HEA microstructures. It contains microstructural phase experimental observations and metallurgy-specific features as introduced and reported in peer-reviewed research articles. The dataset is provided with this article as a supplementary file. Since the dataset was collected from experimental peer-reviewed articles, these data can provide insights into the microstructural characteristics of HEAs, can be used to improve the optimization HEA phases, and have an important role in machine learning, material informatics, as well as in other fields.

摘要

最近提出了一个系统框架,用于选择预测特征的最具决定性组合,并解决与高熵合金(HEA)相关的多类相分类问题[1]。与那篇题为《》的研究论文相关的数据在本数据文章中呈现。该数据集是对实验报道的HEA微观结构的系统记录和全面调查。它包含微观结构相的实验观察结果以及同行评审研究文章中介绍和报道的冶金特定特征。该数据集作为补充文件随本文提供。由于该数据集是从同行评审的实验文章中收集的,这些数据可以提供对HEA微观结构特征的见解,可用于改进HEA相的优化,并且在机器学习、材料信息学以及其他领域中具有重要作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fa4b/8477136/1870ee4884fd/ga1.jpg

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