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Journal article(21)
Conference presentation(4)
Book(1)
Conference poster(1)
Report(1)
Keyword
Machine learning (28)
Autonomous (2)
Bayesian optimization (2)
Ceramic (2)
Crystal structure (2)
Kesterite (2)
Process (2)
Thermoelectric (2)
AI-Driven Glass Design (1)
Alloys (1)
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Creative Commons BY Attribution 4.0 International (14)
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Keyword: Machine learning
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28 records found.
A straightforward gradient-based approach for designing superconductors with high critical temperature: exploiting domain knowledge
via
adaptive constraints
Journal article
Creator
Akihiro Fujii
(author) (
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)
Akihiro Fujii
;
Anh Khoa Augustin Lu
(author) (
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)
https://orcid.org/0000-0003-4702-0933
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Anh Khoa Augustin Lu
;
Koji Shimizu
(author) (
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)
Koji Shimizu
;
Satoshi Watanabe
(author) (
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)
https://orcid.org/0000-0002-8069-6938
(unauthenticated)
National Institute for Materials Science
Satoshi Watanabe
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
機械学習を用いた耐熱鋼のクリープ寿命予測
Book
Creator
出村 雅彦
(author) (
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)
https://orcid.org/0000-0002-7308-3041
技術開発・共用部門, 物質・材料研究機構
NIMS Researchers Directory SAMURAI
出村 雅彦
Keyword
Machine learning
,
Structural Materials
,
Performance pridiction
,
Creep
Date published
2025-05-30
Updated at
2026-01-07 09:42:32 +0900
Advances in Carbon Nanotubes: Synthesis, Properties, and Cutting-Edge Applications
Journal article
Creator
Guohai Chen
(author) (
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)
https://orcid.org/0000-0001-8481-0972
(unauthenticated)
Guohai Chen
;
Dai-Ming Tang
(author) (
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)
https://orcid.org/0000-0001-7136-7481
NIMS Researchers Directory SAMURAI
Dai-Ming Tang
Keyword
Carbon Nanotubes
,
Synthesis
,
Properties
,
Machine learning
Date published
2025-10-20
Updated at
2025-12-13 08:30:03 +0900
自律材料探索による磁性材料開発
Journal article
Creator
岩崎 悠真
(author) (
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)
https://orcid.org/0000-0002-7117-277X
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
岩崎 悠真
Keyword
Machine learning
,
Materials Informatics
Date published
2025-06-10
Updated at
2025-12-12 08:30:25 +0900
Autonomous materials search using machine learning and ab initio calculations for L1
0
-FePt-based quaternary alloys
Journal article
Creator
Yuma Iwasaki
(author) (
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)
https://orcid.org/0000-0002-7117-277X
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Yuma Iwasaki
;
Daisuke Ogawa
(author) (
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)
https://orcid.org/0000-0002-4373-6435
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Daisuke Ogawa
;
Masato Kotsugi
(author) (
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)
Masato Kotsugi
;
Yukiko K. Takahashi
(author) (
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)
https://orcid.org/0000-0001-9197-7236
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Yukiko K. Takahashi
Keyword
Machine learning
,
Autonomous
Date published
2025-12-31
Updated at
2025-12-25 15:02:29 +0900
Machine Learning to Predict Multicellular Dynamics Driven by Concentrated Polymer Brush-Modified Cellulose Nanofibers
Conference presentation
Creator
Chiaki Yoshikawa
(author) (
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)
https://orcid.org/0000-0002-6589-387X
Research Center for Macromolecules and Biomaterials/Macromolecules Field/Polymer Surfaces and Devices Team, National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Chiaki Yoshikawa
;
Hiroshi Mamitsuka
(author) (
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)
Hiroshi Mamitsuka
Keyword
Machine learning
,
Multicellular dynamics
,
Concentrated polymer brush
,
Cellulose nanofiber
Date published
Updated at
2025-11-06 12:30:42 +0900
From Random Networks to AI-Driven Glass Design
Conference presentation
Creator
N. M. Anoop Krishnan
(author) (
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)
Department of Civil Engineering, Indian Institute of Technology Delhi
N. M. Anoop Krishnan
Keyword
Machine learning
,
AI-Driven Glass Design
Date published
Updated at
2025-09-25 16:30:42 +0900
Estimation of valence state and growth rate using principal component analysis of plasma emission in reactive sputtering deposition
Journal article
Creator
Rintaro Minami
(author) (
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)
a Department of Applied Physics, University of Tsukuba
Rintaro Minami
;
Eiji Kita
(author) (
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)
Eiji Kita
;
Chiharu Mitsumata
(author) (
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)
Chiharu Mitsumata
;
Hideto Yanagihara
(author) (
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)
Hideto Yanagihara
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
Machine learning assisted nanobeam X-ray diffraction based analysis on hydride vapor-phase epitaxy GaN
Journal article
Creator
Zhendong Wu
(author) (
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)
Zhendong Wu
;
Yusuke Hayashi
(author) (
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)
https://orcid.org/0000-0001-5672-1497
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Yusuke Hayashi
;
Tetsuya Tohei
(author) (
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)
Tetsuya Tohei
;
Kazushi Sumitani
(author) (
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)
Kazushi Sumitani
;
Yasuhiko Imai
(author) (
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)
Yasuhiko Imai
;
Shigeru Kimura
(author) (
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)
Shigeru Kimura
;
Akira Sakai
(author) (
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)
Akira Sakai
Keyword
GaN
,
SPring-8
,
nanoXRD
,
Machine learning
Date published
2025-08-01
Updated at
2025-07-31 12:30:18 +0900
Elemental Reactivity Maps for Materials Discovery
Journal article
Creator
Yuki Inada
(author) (
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)
https://orcid.org/0000-0002-9104-1320
(unauthenticated)
Yuki Inada
;
Masaya Fujioka
(author) (
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)
https://orcid.org/0000-0002-5829-6591
(unauthenticated)
Masaya Fujioka
;
Haruhiko Morito
(author) (
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)
Haruhiko Morito
;
Tohru Sugahara
(author) (
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)
https://orcid.org/0000-0001-5842-5392
(unauthenticated)
Tohru Sugahara
;
Hisanori Yamane
(author) (
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)
https://orcid.org/0000-0002-7931-5210
(unauthenticated)
Hisanori Yamane
;
Yukari Katsura
(author) (
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)
https://orcid.org/0000-0002-8905-2995
NIMS Researchers Directory SAMURAI
Yukari Katsura
Keyword
Crystal structure
,
Elements
,
Machine learning
,
Materials
,
Reactivity
Date published
2025-03-25
Updated at
2026-02-21 16:30:08 +0900
Keyword
Machine learning
(28)
Autonomous
(2)
Bayesian optimization
(2)
Ceramic
(2)
Crystal structure
(2)
Kesterite
(2)
Process
(2)
Thermoelectric
(2)
AI-Driven Glass Design
(1)
Alloys
(1)
Bayesian spectral deconvolution
(1)
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(1)
Carbon Nanotubes
(1)
Cellular structure
(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
FePt
(1)
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(1)
GaN
(1)
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(1)
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Hard magnetic materials
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
Magnetocaloric materials
(1)
Materials
(1)
Materials Informatics
(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
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(1)
Polypropylene
(1)
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(1)
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(1)
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(1)
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(1)
SmFe12-based alloys
(1)
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(1)
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(1)
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(1)
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(1)
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(1)
X-ray diffraction
(1)
ab initio
(1)
data bias
(1)
large-scale material data
(1)
material informatics
(1)
nanoXRD
(1)
plasma emission spectrum
(1)
principal component analysis (PCA)
(1)
reactive magnetron sputtering
(1)
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