Design of the rare-earth-containing materials based on the micro-alloying phase equilibria, phase diagrams and phase transformations

Xu, Kai; Zhan, Cai‐Hong; Xiao, Xianmin; Zhou, Ruonan; Wang, Fang‐Ming; Hu, Xing−Biao; Yuan, Yuan; Chang, Keke

doi:10.1016/j.jmst.2022.11.056

Journal of Materials Science & Technology

2023

DOI: 10.1016/j.jmst.2022.11.056

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Design of the rare-earth-containing materials based on the micro-alloying phase equilibria, phase diagrams and phase transformations

Kai Xu

Cai‐Hong Zhan

Xianmin Xiao

et al.

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2024

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Cited by 14 publications

References 273 publications

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Data‐Driven Materials Research and Development for Functional Coatings

Xu,

Xiao,

Wang

et al. 2024

Advanced Science

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Functional coatings, including organic and inorganic coatings, play a vital role in various industries by providing a protective layer and introducing unique functionalities. However, its design often involves time‐consuming experimentation with multiple materials and processing parameters. To overcome these limitations, data‐driven approaches are gaining traction in materials science. In this paper, recent advances in data‐driven materials research and development (R&D) for functional coatings, highlighting the importance, data sources, working processes, and applications of this paradigm are summarized. It is begun by discussing the challenges of traditional methods, then introduce typical data‐driven processes. It is demonstrated how data‐driven approaches enable the identification of correlations between input parameters and coating performance, thus allowing for efficient prediction and design. Furthermore, carefully selected case studies are presented across diverse industries that exemplify the effectiveness of data‐driven methods in accelerating the discovery of new functional coatings with tailored properties. Finally, the emerging research directions, involving integrating advanced techniques and data from different sources, are addressed. Overall, this review provides an overview of data‐driven materials R&D for functional coatings, shedding light on its potential and future developments.

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Data‐Driven Materials Research and Development for Functional Coatings

Xu,

Xiao,

Wang

et al. 2024

Advanced Science

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An insight into plastic deformation behavior of bimodal-grained Mg–1Mn–0.5Al–0.5Ca alloy

Peng,

Chen,

Mei

et al. 2024

J Mater Sci

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Effect of Rare Earth Lanthanum Addition on Microstructure and Properties of Pure Titanium

Zhu,

Deng,

et al. 2024

J. of Materi Eng and Perform

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Design of the rare-earth-containing materials based on the micro-alloying phase equilibria, phase diagrams and phase transformations

Cited by 14 publications

References 273 publications

Data‐Driven Materials Research and Development for Functional Coatings

Data‐Driven Materials Research and Development for Functional Coatings

An insight into plastic deformation behavior of bimodal-grained Mg–1Mn–0.5Al–0.5Ca alloy

Effect of Rare Earth Lanthanum Addition on Microstructure and Properties of Pure Titanium

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