Journal of Materials Informatics
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Editor-in-Chief: Tong-Yi Zhang
Indexing: ESCI, CAS, Dimensions, Lens, CNKI,
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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 

Exploring generic fractions of multi-origin asphalts and revisiting the linkage to their bulk properties via machine learning

Machine learning-enabled optoelectronic material discovery: a comprehensive review

Articles

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Neuroevolution potential for thermal transport in silicon carbide

Haoming Zhang, ...Tianqi Deng,
Open Access Research Article DOI: 10.20517/jmi.2025.06 18 May 2025
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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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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; Dr. Qun Luo

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: Theory-Assisted Developing Electrocatalysis
Volume 5, Issue 2 (in progress)
Volume 5, Issue 1
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Volume 4, Issue 1
Volume 3, Issue 4
Volume 3, Issue 3
Volume 3, Issue 2
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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 

Exploring generic fractions of multi-origin asphalts and revisiting the linkage to their bulk properties via machine learning

Machine learning-enabled optoelectronic material discovery: a comprehensive review

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; Dr. Qun Luo

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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