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Editor-in-Chief: Tong-Yi Zhang
Indexing: ESCI, CAS, Dimensions, Lens, CNKI,
Submission to first decision: 44 days
Home Articles Special Issues Volumes Webinars Videos

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 

Neuroevolution potential for thermal transport in silicon carbide

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

Abstract:
The heat-resistant aluminum matrix composite (AMC) exhibits excellent thermal performance due to the presence of heat-resistant dispersed nano-phases.... MORE
Liangxian Zhang, ...Jinling Liu,
Open Access Research Article DOI: 10.20517/jmi.2025.08 27 Apr 2025
Views: 212 Downloads: 29
Download PDF 0 1

Phase-field-informed machine learning on creep behavior of Ni-based single-crystal superalloys

Abstract:
Creep strain characterizes the degree of creep damage and the creep life of superalloys. The creep process is accompanied by element redistribution and... MORE
Junpeng Song, ...Yongsheng Li,
Open Access Research Article DOI: 10.20517/jmi.2025.02 21 Apr 2025
Views: 212 Downloads: 42
Download PDF 0 0

Effect of material properties on the thermal responses of the carbonization and pyrolysis layers of polymer matrix composites for charring-ablators

Abstract:
Ablative materials, a special type of thermal protection material, are widely used in extremely high-temperature environments such as hypersonic vehicles and... MORE
Yongxiang Li, ... Jiong YangJiong Yang
Open Access Research Article DOI: 10.20517/jmi.2024.104 15 Apr 2025
Views: 159 Downloads: 50
Download PDF 0 0

Accelerated discovery of high-performance small-molecule hole transport materials via molecular splicing, high-throughput screening, and machine learning

Abstract:
As the most representative and widely utilized hole transport material (HTM), spiro-OMeTAD encounters challenges including limited hole mobility, high... MORE
Jiansen Wen, ... Yu Qiu
Open Access Research Article DOI: 10.20517/jmi.2024.102 14 Apr 2025
Views: 445 Downloads: 265
Download PDF 0 5

Symbolic regression accelerates the discovery of quantitative relationships in rubber material aging

Abstract:
Polymer materials, especially rubber, play an indispensable role in modern life and manufacturing. However, their aging and deterioration pose serious... MORE
Wentao LiWentao Li, ... Xiaonan Wang
Open Access Research Article DOI: 10.20517/jmi.2024.103 27 Mar 2025
Views: 574 Downloads: 233
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A review on high-throughput development of high-entropy alloys by combinatorial methods

Abstract:
High-entropy alloys (HEAs) are an emerging class of alloys with multi-principal elements that greatly expands the compositional space for advanced alloy... MORE
Shahryar Mooraj, Wen ChenWen Chen
Open Access Review DOI: 10.20517/jmi.2022.41 16 Mar 2023
Views: 4811 Downloads: 2143
Download PDF 0 29

Regulating the electrocatalytic performance for nitrogen reduction reaction by tuning the N contents in Fe3@NxC20-x (x = 0~4): a DFT exploration

Abstract:
The Haber-Bosch (H-B) process, which is widely used in industry to synthesize ammonia, leads to serious energy and environment-related issues. The... MORE
Bing Han, Fengyu LiFengyu Li
Open Access Research Article DOI: 10.20517/jmi.2023.32 2 Nov 2023
Views: 913 Downloads: 671
Download PDF 0 8

Graph neural networks for molecular and materials representation

Abstract:
Material molecular representation (MMR) plays an important role in material property or chemical reaction prediction. However, traditional expert-designed MMR... MORE
Xing Wu, ... Quan QianQuan Qian
Open Access Review DOI: 10.20517/jmi.2023.10 12 Jun 2023
Views: 3708 Downloads: 1531
Download PDF 0 1

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

Tong-Yi Zhang
Xingjun Liu
Gerbrand Ceder
Li-Quan Chen
Huajian Gao
Dongying Ju
Peter W. Voorhees
Weihua Wang
Jian Xu
Haibo Zeng
Gang Zhang
Wenqing Zhang
Ankit Agrawal
Rajeev Ahuja
Danial Jahed Armaghani
Ke-Qiu Chen
Long-Qing Chen
Zhongfang Chen
M. Jamal Deen
Xiang-Dong Ding
Chuang Dong
Yong Du
Somnath Ghosh
Ming Hu
Kevin Huang
Qing Jiang
Sergei V Kalinin
Rika Kobayashi
Hao Li
Qian Li
Zi-Kui Liu
Qian Ma
Bohayra Mortazavi
Feng Pan
Gian-Marco Rignanese
Lei Shen
Xiaoyan Song
David J. Srolovitz
Yan-Jing Su
Zhimei Sun
Hong Wang
Wei Wang
Yun-Zhi Wang
Xiao-Dong Xiang
Zhiliang Zhang
Xiaoying Zhuang
Miao Liu
Sergei Manzhos
Yaqiong Su
Chaolin Tan
William Yi Wang
Xiaonan Wang
Yong Xu
Kesong Yang
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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
Volume 4, Issue 4
Volume 4, Issue 3
Volume 4, Issue 2
Volume 4, Issue 1
Volume 3, Issue 4
Volume 3, Issue 3
Volume 3, Issue 2
Volume 3, Issue 1
Volume 2, Issue 4
Volume 2, Issue 3
Volume 2, Issue 2
Volume 2, Issue 1
Volume 1, Issue 2
Volume 1, Issue 1
Articles Collection
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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!
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
Recognizing Research Excellence and Academic Impact in Materials Informatics Research
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!
2024 Annual Awards of the Journal of Materials Informatics
Congratulations to all Awarded Scholars and Gratitude for their Support for the Journal in 2024

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 

Neuroevolution potential for thermal transport in silicon carbide

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: 4811 | Downloads: 2143
Download PDF 0 29
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: 913 | Downloads: 671
Download PDF 0 8
Graph neural networks for molecular and materials representation
Xing Wu, ... Quan QianQuan Qian
Open Access | Review | 12 Jun 2023
Views: 3708 | Downloads: 1531
Download PDF 0 1

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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