Special Topic

Topic: Artificial Intelligence for Metallic Materials Design and Development

A Special Topic of Journal of Materials Informatics

ISSN 2770-372X (Online)

Submission deadline: 15 Apr 2027

Guest Editors

Prof. Hyoung Seop Kim
Graduate Institute of Ferrous and Eco Materials Technology, Pohang University of Science and Technology, Pohang, Gyeongsangbuk-do, South Korea.
Prof. Zi-Kui Liu
Department of Materials Science and Engineering, Pennsylvania State University, University Park, PA, USA.
Assoc. Prof. Cong Zhang
Collaborative Innovation Center of Steel Technology, University of Science and Technology Beijing, Beijing, China.

Special Topic Introduction

Artificial intelligence is creating new opportunities to accelerate materials discovery, design, and development by revealing complex relationships among composition, processing, structure, and properties. This Special Topic aims to showcase advances in integrating AI with materials science, computational modeling, and experimentation, promoting both methodological innovation and practical applications.

 

We welcome original research and review articles. Topics of interest include, but are not limited to:

-  Machine learning for materials property prediction, characterization, and performance assessment;

-  Inverse design and multi-objective optimization of materials compositions, structures, and processing routes;

-  Large language models, generative AI, and AI agents for materials research;

-  Physics-informed learning, multiscale modeling, and integration of AI with computational materials science;

-  Materials databases, knowledge extraction, and fusion of experimental and computational data;

-  Active learning, high-throughput screening, autonomous experimentation, and intelligent manufacturing.

 

The scope encompasses diverse materials systems and both structural and functional applications. Studies connecting AI methods with scientific understanding, experimental validation, or manufacturing applications are particularly encouraged. Related emerging approaches and interdisciplinary contributions that advance AI-assisted materials design and development are also welcome.

Keywords

Artificial intelligence, large language models, machine learning, computational materials, materials design, intelligent manufacturing

Submission Information

For Author Instructions, please refer to https://www.oaepublish.com/jmi/author_instructions
For Online Submission, please login at https://www.oaecenter.com/login?JournalId=jmi&IssueId=jmi26110410681
Submission Deadline: 15 Apr 2027
Contacts: Dexin Wang, Managing Editor, [email protected]

Published Articles

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