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Journal of Materials Informatics
Open Access  ISSN: 2770-372X (Online)   Editor-in-Chief: Tong-Yi Zhang
Indexing: CAS, Dimensions, Lens, CNKI,
MPT: 72 days
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Journal of Materials Informatics

Open Access
ISSN: 2770-372X (Online)
Editor-in-Chief: Tong-Yi Zhang
Indexing: CAS, Dimensions, Lens, CNKI,
MPT:  72 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

Accelerated development of hard high-entropy alloys with data-driven high-throughput experiments

Articles

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Open Access Research Article

Investigation of dual atom doped single-layer MoS2 for electrochemical reduction of carbon dioxide by first-principle calculations and machine-learning

DOI: 10.20517/jmi.2023.29
Huidong Li Huidong Li, Chaofang Deng Chaofang Deng, Fuhua Li Fuhua Li, Mengbo Ma Mengbo Ma, Qing Tang Qing Tang
Available online: 20 Nov 2023
Open Access Research Article

Physics infused machine learning force fields for 2D materials monolayers

DOI: 10.20517/jmi.2023.31
Yang Yang Yang YangYang Yang, Bo Xu Bo Xu, Hongxiang Zong Hongxiang Zong
Available online: 2 Nov 2023
Open Access Research Article

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

DOI: 10.20517/jmi.2023.32
Bing Han Bing Han, Fengyu Li Fengyu LiFengyu Li
Available online: 2 Nov 2023
Open Access Review

Recent advances in the interface structure prediction for heteromaterial systems

DOI: 10.20517/jmi.2023.24
Ji-Li Li Ji-Li Li, Ye-Fei Li Ye-Fei Li
Available online: 17 Oct 2023
Open Access Research Article

Understanding oxidation resistance of Pt-based alloys through computations of Ellingham diagrams with experimental verifications

DOI: 10.20517/jmi.2023.17
Xiaoyu Chong Xiaoyu Chong, Wei Yu Wei Yu, Yingxue Liang Yingxue Liang, Shun-Li Shang Shun-Li Shang, Chao Li Chao Li, Aimin Zhang Aimin Zhang, Yan Wei Yan Wei, Xingyu Gao Xingyu Gao, ... Zi-Kui Liu Zi-Kui Liu
Available online: 11 Oct 2023
Open Access Research Article

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

DOI: 10.20517/jmi.2022.04
Bin Cao Bin Cao, Shuang Yang Shuang Yang, Ankang Sun Ankang Sun, Ziqiang Dong Ziqiang Dong, Tong-Yi Zhang Tong-Yi Zhang
Available online: 11 May 2022
Open Access Review

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

DOI: 10.20517/jmi.2022.18
Hou Yi Chia Hou Yi Chia, Jianzhao Wu Jianzhao Wu, Xinzhi Wang Xinzhi Wang, Wentao Yan Wentao YanWentao Yan
Available online: 8 Oct 2022
Open Access Review

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

DOI: 10.20517/jmi.2022.23
Lixin Chen Lixin Chen, Zhiwen Chen Zhiwen Chen, Xue Yao Xue Yao, Baoxian Su Baoxian Su, Weijian Chen Weijian Chen, Xin Pang Xin Pang, Keun-Su Kim Keun-Su Kim, Chandra Veer Singh Chandra Veer Singh, Yu Zou Yu Zou
Available online: 21 Nov 2022

Topic: Machine Learning for Advanced Design and Applications of High-Performance Ceramics

Assoc. Prof. Shijun Zhao; Dr. Fu-Zhi Dai

Submission Deadline: 20 May 2024

Published articles: 0

Topic: Application of Machine Learning to 2D Materials

Prof. Gang Zhang, PhD; Prof. Shuai Chen, PhD

Submission Deadline: 12 May 2024

Published articles: 0

Data
289
Authors
224
Reviewers
56
Articles
62
On Board Editors
2021
Published Since
12
Special Issues
85,695
Article Views
35,758
Article Downloads
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Themed Collections
machine learning
Topic: Computational Thermodynamics, Computational Kinetics and Machine Learning in Advanced Materials
Topic: Machine Learning Approach for Design, Development and Application of High Entropy Materials
Volume 3, Issue 4 (in progress)
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
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Domain knowledge-guided interpretive machine learning: formula discovery for the oxidation behavior of ferritic-martensitic steels in supercritical water

Accelerated development of hard high-entropy alloys with data-driven high-throughput experiments

Open Access Research Article
Domain knowledge-guided interpretive machine learning: formula discovery for the oxidation behavior of ferritic-martensitic steels in supercritical water
DOI: 10.20517/jmi.2022.04
Bin Cao, ... Tong-Yi Zhang
Available online: 11 May 2022
Open Access Review
Process parameter optimization of metal additive manufacturing: a review and outlook
DOI: 10.20517/jmi.2022.18
Hou Yi Chia, ... Wentao YanWentao Yan
Available online: 8 Oct 2022
Open Access Review
High-entropy alloy catalysts: high-throughput and machine learning-driven design
DOI: 10.20517/jmi.2022.23
Lixin Chen, ... Yu Zou
This article belongs to the Special Issue Topic: Machine Learning Approach for Design, Development and Application of High Entropy Materials
Available online: 21 Nov 2022

Topic: Machine Learning for Advanced Design and Applications of High-Performance Ceramics

Assoc. Prof. Shijun Zhao; Dr. Fu-Zhi Dai

Submission Deadline: 20 May 2024

Published articles: 0

Topic: Application of Machine Learning to 2D Materials

Prof. Gang Zhang, PhD; Prof. Shuai Chen, PhD

Submission Deadline: 12 May 2024

Published articles: 0

Related Journals

Energy Materials

Editor-in-Chief: Yuping Wu

Intelligence & Robotics

Editor-in-Chief: Simon X. Yang
Data
289
Authors
224
Reviewers
56
Articles
62
On Board Editors
2021
Published Since
12
Special Issues
85,695
Article Views
35,758
Article Downloads
Journal of Materials Informatics
ISSN 2770-372X (Online)
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