Journal of Materials Informatics
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Editor-in-Chief: Tong-Yi Zhang
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Editor-in-Chief: Tong-Yi Zhang
Submission to first decision: 44 days
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Journal of Materials Informatics

Domain knowledge-guided interpretive machine learning: formula discovery for the oxidation behavior of ferritic-martensitic steels in supercritical water

A review on high-throughput development of high-entropy alloys by combinatorial methods

High-entropy alloy catalysts: high-throughput and machine learning-driven design

Process parameter optimization of metal additive manufacturing: a review and outlook

Recent progress in the data-driven discovery of novel photovoltaic materials

 Active learning-based generative design of halogen-free flame-retardant polymeric composites 

Articles

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Hot deformation behavior investigation of heat-resistant aluminum matrix composite based on Arrhenius model and machine learning

Liangxian Zhang, ...Jinling Liu,
Open Access Research Article DOI: 10.20517/jmi.2025.08 26 Apr 2025
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Phase-field-informed machine learning on creep behavior of Ni-based single-crystal superalloys

Junpeng Song, ...Yongsheng Li,
Open Access Research Article DOI: 10.20517/jmi.2025.02 20 Apr 2025
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Effect of material properties on the thermal responses of the carbonization and pyrolysis layers of polymer matrix composites for charring-ablators

Yongxiang Li, ... Jiong YangJiong Yang
Open Access Research Article DOI: 10.20517/jmi.2024.104 15 Apr 2025
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Accelerated discovery of high-performance small-molecule hole transport materials via molecular splicing, high-throughput screening, and machine learning

Jiansen Wen, ... Yu Qiu
Open Access Research Article DOI: 10.20517/jmi.2024.102 14 Apr 2025
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Symbolic regression accelerates the discovery of quantitative relationships in rubber material aging

Wentao LiWentao Li, ... Xiaonan Wang
Open Access Research Article DOI: 10.20517/jmi.2024.103 27 Mar 2025
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A review on high-throughput development of high-entropy alloys by combinatorial methods

Shahryar Mooraj, Wen ChenWen Chen
Open Access Review DOI: 10.20517/jmi.2022.41 16 Mar 2023
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Regulating the electrocatalytic performance for nitrogen reduction reaction by tuning the N contents in Fe3@NxC20-x (x = 0~4): a DFT exploration

Bing Han, Fengyu LiFengyu Li
Open Access Research Article DOI: 10.20517/jmi.2023.32 2 Nov 2023
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Graph neural networks for molecular and materials representation

Xing Wu, ... Quan QianQuan Qian
Open Access Review DOI: 10.20517/jmi.2023.10 12 Jun 2023
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Machine Learning-enabled Discovery and Optimization of Hydrogen Storage Materials

Assoc. Prof. Weijie Yang; Dr. Claudio Pistidda; Dr. Katarina Batalović

Submission Deadline: 31 Oct 2025

Published articles: 0

Exploring 2D Materials Informatics: Materials, Devices, Circuits, and Beyond

Prof. Yaqiong Su; Assoc. Prof. Lin Wang; Assoc. Prof. Wugang Liao

Submission Deadline: 30 Sep 2025

Published articles: 0

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Themed Collections
machine learning
Topic: Application of Machine Learning to Crystal Structure Prediction
Topic: Data-driven Modeling and Design of Quantum Functional Materials
Topic: Computational Thermodynamics, Computational Kinetics and Machine Learning in Advanced Materials
Volume 5, Issue 2 (in progress)
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Volume 3, Issue 4
Volume 3, Issue 3
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2024 Annual Awards of the Journal of Materials Informatics
Congratulations to all Awarded Scholars and Gratitude for their Support for the Journal in 2024
2024 Annual Report of Journal of Materials Informatics (JMI)
Let's take a look back at the progress of JMI in 2024
Congratulations to the eight Editorial Board members of JMI recognized as Clarivate's “Highly Cited Researchers” for 2024
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ESCI Indexing
All articles will be indexed and searchable in the Web of Science, and JMI will receive its first impact factor in June 2025!

Domain knowledge-guided interpretive machine learning: formula discovery for the oxidation behavior of ferritic-martensitic steels in supercritical water

A review on high-throughput development of high-entropy alloys by combinatorial methods

High-entropy alloy catalysts: high-throughput and machine learning-driven design

Process parameter optimization of metal additive manufacturing: a review and outlook

Recent progress in the data-driven discovery of novel photovoltaic materials

 Active learning-based generative design of halogen-free flame-retardant polymeric composites 

A review on high-throughput development of high-entropy alloys by combinatorial methods
Shahryar Mooraj, Wen ChenWen Chen
Open Access | Review | 16 Mar 2023
Views: | Downloads:
Download PDF
Regulating the electrocatalytic performance for nitrogen reduction reaction by tuning the N contents in Fe3@NxC20-x (x = 0~4): a DFT exploration
Bing Han, Fengyu LiFengyu Li
Open Access | Research Article | 2 Nov 2023
Views: | Downloads:
Download PDF
Graph neural networks for molecular and materials representation
Xing Wu, ... Quan QianQuan Qian
Open Access | Review | 12 Jun 2023
Views: | Downloads:
Download PDF

Machine Learning-enabled Discovery and Optimization of Hydrogen Storage Materials

Assoc. Prof. Weijie Yang; Dr. Claudio Pistidda; Dr. Katarina Batalović

Submission Deadline: 31 Oct 2025

Published articles: 0

Exploring 2D Materials Informatics: Materials, Devices, Circuits, and Beyond

Prof. Yaqiong Su; Assoc. Prof. Lin Wang; Assoc. Prof. Wugang Liao

Submission Deadline: 30 Sep 2025

Published articles: 0

Related Journals

Energy Materials

Editor-in-Chief: Yuping Wu

Intelligence & Robotics

Editor-in-Chief: Simon X. Yang
Journal of Materials Informatics
ISSN 2770-372X (Online)
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