File type: application/pdf Resource type: Journal article Keyword: Machine learning
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Data-driven analysis of hydrogen embrittlement in martensitic steels with interpretable machine learning
Journal article
Creator
ORCID SAMURAI ; ORCID SAMURAI ; ORCID SAMURAI
Keyword
Hydrogen embrittlement, Martensitic steel, Machine learning, hap (shapley additive explanations), Symbolic regression
Date published
2026-04-23
Updated at
2026-06-17 09:57:29 +0900
Fujii-DigitalDiscovery2025.pdf
A straightforward gradient-based approach for designing superconductors with high critical temperature: exploiting domain knowledge via adaptive constraints
Journal article
Creator
Akihiro Fujii (author) (Search by this author)
;
Anh Khoa Augustin Lu (author) (Search by this author)
National Institute for Materials Science
ORCID SAMURAI ;
Koji Shimizu (author) (Search by this author)
;
Satoshi Watanabe (author) (Search by this author)
National Institute for Materials Science
ORCID
Keyword
Gradient-based optimization, Superconductor, Domain knowledge integration, Materials discovery, Critical temperature, Machine learning
Date published
2025-10-29
Updated at
2026-05-18 14:53:14 +0900
1-s2.0-S092702562600087X-main.pdf
Active learning for predicting the enthalpy of mixing in binary liquids based on ab initio molecular dynamics
Journal article
Creator
Quentin Bizot (author) (Search by this author)
ORCID ; ORCID SAMURAI ;
Guillaume Deffrennes (author) (Search by this author)
ORCID
Keyword
CALPHAD, Machine learning
Date published
2026-02-07
Updated at
2026-04-01 13:44:57 +0900
s41524-025-01757-5 (2).pdf
High-throughput materials exploration system for the anomalous Hall effect using combinatorial experiments and machine learning
Journal article
Creator
ORCID SAMURAI ; ORCID SAMURAI ; ORCID ; ORCID SAMURAI ; ORCID SAMURAI ; ORCID SAMURAI
Keyword
Machine learning, High-throughput, Combinatorial, Anomalous Hall effect
Date published
2025-09-03
Updated at
2025-12-26 13:11:05 +0900
s41524-025-01828-7.pdf
Autonomous closed-loop exploration of composition-spread films for the anomalous Hall effect
Journal article
Creator
ORCID SAMURAI ; ORCID SAMURAI ; ORCID SAMURAI ; ORCID SAMURAI ; ORCID SAMURAI
Keyword
Machine learning, Autonomous, Combinatorial, Anomalous Hall effect
Date published
2025-11-19
Updated at
2025-12-25 17:32:06 +0900
D5DD00437C.pdf
Automated synthesis and fragment descriptor-based machine learning for retention time prediction in supercritical fluid chromatography
Journal article
Creator
Sitanan Sartyoungkul (author) (Search by this author)
;
Balasubramaniyan Sakthivel (author) (Search by this author)
;
Pavel Sidorov (author) (Search by this author)
ORCID ;
Yuuya Nagata (author) (Search by this author)
ORCID
Keyword
Automated synthesis, Fragment descriptor, Machine learning, Retention time prediction, Supercritical fluid chromatography
Date published
2025-11-26
Updated at
2025-12-24 15:05:55 +0900
Editorial_Nanomaterials.pdf
Advances in Carbon Nanotubes: Synthesis, Properties, and Cutting-Edge Applications
Journal article
Creator
Guohai Chen (author) (Search by this author)
ORCID ; ORCID SAMURAI
Keyword
Carbon Nanotubes, Synthesis, Properties, Machine learning
Date published
2025-10-20
Updated at
2025-12-13 08:30:03 +0900
Autonomous materials search using machine learning and ab initio calculations for L10-FePt-based quaternary alloys (1).pdf
Autonomous materials search using machine learning and ab initio calculations for L1 0 -FePt-based quaternary alloys
Journal article
Creator
Yuma Iwasaki (author) (Search by this author)
National Institute for Materials Science
ORCID SAMURAI ;
Daisuke Ogawa (author) (Search by this author)
National Institute for Materials Science
ORCID SAMURAI ;
Masato Kotsugi (author) (Search by this author)
;
Yukiko K. Takahashi (author) (Search by this author)
National Institute for Materials Science
ORCID SAMURAI
Keyword
Machine learning, Autonomous
Date published
2025-12-31
Updated at
2025-12-25 15:02:29 +0900
Minami_20250723final_w_highlight.pdf
Estimation of valence state and growth rate using principal component analysis of plasma emission in reactive sputtering deposition
Journal article
Creator
Rintaro Minami (author) (Search by this author)
a Department of Applied Physics, University of Tsukuba
;
Eiji Kita (author) (Search by this author)
;
Chiharu Mitsumata (author) (Search by this author)
;
Hideto Yanagihara (author) (Search by this author)
Keyword
Machine learning, principal component analysis (PCA), reactive magnetron sputtering, plasma emission spectrum, Mössbauer spectroscopy
Date published
2025-12-31
Updated at
2025-09-10 16:30:38 +0900
Wu 2025 J Appl Crystallogr nanoXRD UMAP HVPE GaN.pdf
Machine learning assisted nanobeam X-ray diffraction based analysis on hydride vapor-phase epitaxy GaN
Journal article
Creator
Zhendong Wu (author) (Search by this author)
;
Yusuke Hayashi (author) (Search by this author)
National Institute for Materials Science
ORCID SAMURAI ;
Tetsuya Tohei (author) (Search by this author)
;
Kazushi Sumitani (author) (Search by this author)
;
Yasuhiko Imai (author) (Search by this author)
;
Shigeru Kimura (author) (Search by this author)
;
Akira Sakai (author) (Search by this author)
Keyword
GaN, SPring-8, nanoXRD, Machine learning
Date published
2025-08-01
Updated at
2025-07-31 12:30:18 +0900
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