Journal of Materials Informatics
All Journals
Search Log In
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
Search Submit
Editor-in-Chief: Tong-Yi Zhang
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

Advances in Graph Neural Networks for alloy design and properties predictions: a review

MatSci-ML Studio: an interactive workflow toolkit for automated machine learning in materials science

The synergy of geometric tolerance factor and machine learning in discovering stable materials

Stacked machine learning for accurate and interpretable prediction of MXenes' work function

Unlocking the future of materials science: key insights from the DCTMD workshop

Articles

Most Recent | Most Viewed | Most Downloaded

Machine learning-driven design and optimization of electronic packaging: applications and future developments

Xiangyu Chen, ...Shuye Zhang
Open Access Review DOI: 10.20517/jmi.2025.26 24 Jul 2025
Views: Downloads:
Download PDF

Heterogeneous catalyst design by generative models

Chao Yang, ...Pengfei Ou
Open Access Perspective DOI: 10.20517/jmi.2025.38 23 Jul 2025
Views: Downloads:
Download PDF

Data-driven OLED candidate design: a generative model from independent-property domains to the comprehensive performance enhancement

Xinxin Niu, ...Wenping Hu
Open Access Research Article DOI: 10.20517/jmi.2025.22 22 Jul 2025
Views: Downloads:
Download PDF

Application of self-supervised learning in steel surface defect detection

Shiyu Hu, ...Wei Xu
Open Access Research Article DOI: 10.20517/jmi.2025.21 21 Jul 2025
Views: Downloads:
Download PDF

A critical review of machine learning interatomic potentials and Hamiltonian

Yifan Li, ...Lei Shen
Open Access Review DOI: 10.20517/jmi.2025.17 16 Jul 2025
Views: Downloads:
Download PDF

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
Views: Downloads:
Download PDF

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
Views: Downloads:
Download PDF

Recent advances and applications of machine learning in electrocatalysis

You Hu, ... Yan ZhaoYan Zhao
Open Access Review DOI: 10.20517/jmi.2023.23 30 Aug 2023
Views: Downloads:
Download PDF

Computational, Machine Learning, and Data-Driven Approaches for Cluster Design and Functional Applications

Prof. Guangzhao Wang; Prof. Fengyu Li; Prof. Yan Su; Prof. Hongkuan Yuan

Submission Deadline: 31 Mar 2026

Published articles: 0

AI-Driven Materials Laboratories: Toward Autonomous Discovery and Design

Prof. Xiaoying Zhuang

Submission Deadline: 31 Mar 2026

Published articles: 0

Coming soon.

For Reviewers

Peer Review Guidelines
For Readers

Add your e-mail address to receive forthcoming Issues of this journal:

Themed Collections
machine learning
Topic: AI/ML for Materials Discovery and Computing
Topic: Design of Polymer and Its Composites Driven by Data and Domain Knowledge
Topic: Application of Machine Learning to Crystal Structure Prediction
Volume 5, Issue 4 (in progress)
Volume 5, Issue 3
Volume 5, Issue 2
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
Related Journals

Energy Materials

Editor-in-Chief: Yuping Wu

Intelligence & Robotics

Editor-in-Chief: Simon X. Yang
New Special Issue Online！AI-Driven Materials Laboratories: Toward Autonomous Discovery and Design
Guest edited by Prof. Xiaoying Zhuang，Department of Mathematics and Physics, Leibniz Universität Hannover, Hanover, Germany.
Feartured Research Articles: Interpretable model of dielectric constant for rational design of microwave dielectric materials: a machine learning study
From: Professor Wenqing Zhang's Team at Southern University of Science and Technology
First Impact Factor Announcement
Materials Science, Multidisciplinary JCR: Q2
2024 Annual Report of Journal of Materials Informatics (JMI)
Let's take a look back at the progress of JMI 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

Advances in Graph Neural Networks for alloy design and properties predictions: a review

MatSci-ML Studio: an interactive workflow toolkit for automated machine learning in materials science

The synergy of geometric tolerance factor and machine learning in discovering stable materials

Stacked machine learning for accurate and interpretable prediction of MXenes' work function

Unlocking the future of materials science: key insights from the DCTMD workshop

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
Graph neural networks for molecular and materials representation
Xing Wu, ... Quan QianQuan Qian
Open Access | Review | 12 Jun 2023
Views: | Downloads:
Download PDF
Recent advances and applications of machine learning in electrocatalysis
You Hu, ... Yan ZhaoYan Zhao
Open Access | Review | 30 Aug 2023
Views: | Downloads:
Download PDF

Computational, Machine Learning, and Data-Driven Approaches for Cluster Design and Functional Applications

Prof. Guangzhao Wang; Prof. Fengyu Li; Prof. Yan Su; Prof. Hongkuan Yuan

Submission Deadline: 31 Mar 2026

Published articles: 0

AI-Driven Materials Laboratories: Toward Autonomous Discovery and Design

Prof. Xiaoying Zhuang

Submission Deadline: 31 Mar 2026

Published articles: 0

Related Journals

Energy Materials

Editor-in-Chief: Yuping Wu

Intelligence & Robotics

Editor-in-Chief: Simon X. Yang

Coming soon.

Volume 5, Issue 4 (in progress)
Volume 5, Issue 3
Volume 5, Issue 2
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
Journal of Materials Informatics
ISSN 2770-372X (Online)
Navigation
Follow Us
Navigation

Committee on Publication Ethics

https://members.publicationethics.org/members/journal-materials-informatics

Portico

All published articles are preserved here permanently:

https://www.portico.org/publishers/oae/

Committee on Publication Ethics

https://members.publicationethics.org/members/journal-materials-informatics

Portico

All published articles are preserved here permanently:

https://www.portico.org/publishers/oae/
Discover Content
Follow OAE
Twitter
Facebook
LinkedIn
YouTube
BiLiBiLi
WeChat
Rss
© 2016-2025 OAE Publishing Inc., except certain content provided by third parties