Journal of Materials Informatics
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Editor-in-Chief: Tong-Yi Zhang
Indexing: ESCI, CAS, Dimensions, Lens, CNKI,
Submission to first decision: 44 days
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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

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

Articles

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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
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Heterogeneous catalyst design by generative models

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

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
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
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)
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