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Journal article(24)
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machine learning (26)
materials informatics (3)
materials science (3)
superconductors (3)
tdm (3)
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descriptor (2)
europium (2)
inelastic mean free path (2)
phosphor (2)
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Keyword: machine learning
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26 records found. Displaying records 1 to 10.
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A design methodology of crystal growth furnace and process aided by two-step optimization using machine learning models and genetic algorithm
Journal article
Creator
Hiroyuki Tanaka
(author) (
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)
a Graduate School of Engineering, Nagoya University
Hiroyuki Tanaka
;
Kentaro Kutsukake
(author) (
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)
Kentaro Kutsukake
;
Kota Asakura
(author) (
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)
Kota Asakura
;
Takuto Kojima
(author) (
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)
Takuto Kojima
;
Xin Liu
(author) (
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)
Xin Liu
;
Noritaka Usami
(author) (
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)
Noritaka Usami
Keyword
Optimization
,
machine learning
,
genetic algorithm
,
crystal growth
,
process informatics
Date published
2025-12-31
Updated at
2026-02-27 12:30:07 +0900
Dielectric tensor of perovskite oxides at finite temperature using equivariant graph neural network potentials
Journal article
Creator
Alex Kutana
(author) (
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)
Nagoya University
Alex Kutana
;
Koki Yoshimochi
(author) (
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)
Koki Yoshimochi
;
Ryoji Asahi
(author) (
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)
Ryoji Asahi
Keyword
Graph neural network
,
machine learning
,
dielectrics
,
perovskite oxides
,
phase transitions
Date published
2025-12-31
Updated at
2025-07-18 10:24:15 +0900
Machine learning approach for the prediction of electron inelastic mean free paths
Journal article
Creator
Xun Liu
(author) (
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)
National Institute for Materials Science
Xun Liu
;
Lihao Yang
(author) (
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)
Lihao Yang
;
Zhufeng Hou
(author) (
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)
Zhufeng Hou
;
Bo Da
(author) (
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)
https://orcid.org/0000-0002-0785-8662
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Bo Da
;
Kenji Nagata
(author) (
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)
https://orcid.org/0000-0001-9894-4461
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Kenji Nagata
;
Hideki Yoshikawa
(author) (
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)
https://orcid.org/0000-0002-7389-8865
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Hideki Yoshikawa
;
Shigeo Tanuma
(author) (
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)
https://orcid.org/0000-0003-2628-9941
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Shigeo Tanuma
;
Yang Sun
(author) (
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)
Yang Sun
;
Zejun Ding
(author) (
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)
Zejun Ding
Keyword
machine learning
,
inelastic mean free path
Date published
2021-03-24
Updated at
2024-01-05 22:13:49 +0900
Non-negative matrix factorization analysis of spatially-resolved photoemission spectra for epitaxially grown graphene on SiC
Journal article
Creator
Masaki Imamura
(author) (
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)
Synchrotron Light Application Center, Saga University
Masaki Imamura
;
Kazutoshi Takahashi
(author) (
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)
Kazutoshi Takahashi
Keyword
Photoemission spectroscopy
,
non-negative matrix factorization
,
graphene
,
machine learning
,
data-driven analysis
Date published
2026-06-19
Updated at
2026-06-24 15:38:41 +0900
Unveiling the principle descriptor for predicting the electron inelastic mean free path based on a machine learning framework
Journal article
Creator
Xun Liu
(author) (
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)
National Institute for Materials Science
Xun Liu
;
Zhufeng Hou
(author) (
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)
Zhufeng Hou
;
Dabao Lu
(author) (
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)
Dabao Lu
;
Bo Da
(author) (
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)
https://orcid.org/0000-0002-0785-8662
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Bo Da
;
Hideki Yoshikawa
(author) (
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)
https://orcid.org/0000-0002-7389-8865
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Hideki Yoshikawa
;
Shigeo Tanuma
(author) (
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)
https://orcid.org/0000-0003-2628-9941
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Shigeo Tanuma
;
Yang Sun
(author) (
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)
Yang Sun
;
Zejun Ding
(author) (
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)
Zejun Ding
Keyword
machine learning
,
inelastic mean free path
,
LASSO
Date published
2019-12-31
Updated at
2024-09-05 16:30:30 +0900
Predicting the surface roughness of an electrodeposited copper film using a machine learning technique
Journal article
Creator
Ryo Tamura
(author) (
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)
https://orcid.org/0000-0002-0349-358X
Center for Basic Research on Materials/Data-driven Materials Research Field/Data-driven Algorithm Team, National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Ryo Tamura
;
Ryuichi Inaba
(author) (
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)
MITSUBISHI MATERIALS CORPORATION
Ryuichi Inaba
;
Mami Watanabe
(author) (
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)
MITSUBISHI MATERIALS CORPORATION
Mami Watanabe
;
Yutaro Mori
(author) (
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)
MITSUBISHI MATERIALS CORPORATION
Yutaro Mori
;
Makoto Urushihara
(author) (
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)
MITSUBISHI MATERIALS CORPORATION
Makoto Urushihara
;
Kenji Yamaguchi
(author) (
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)
MITSUBISHI MATERIALS CORPORATION
Kenji Yamaguchi
;
Shoichi Matsuda
(author) (
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)
https://orcid.org/0000-0002-0640-3404
Research Center for Energy and Environmental Materials (GREEN)/Battery and Cell Materials Field/Automated Electrochemical Experiments Team, National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Shoichi Matsuda
Keyword
electrodeposited copper film
,
surface roughness
,
machine learning
Date published
2024-12-31
Updated at
2024-10-31 16:30:15 +0900
Er-driven magnetic tunability in FePt thin films investigated via high-throughput experiments and microstructure analysis for future HAMR media
Journal article
Creator
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
;
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
;
Jun Uzuhashi
(author) (
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)
https://orcid.org/0000-0003-2023-8158
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Jun Uzuhashi
;
Yuta Sasaki
(author) (
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)
https://orcid.org/0000-0002-9192-4799
National Institute for Materials Science
NIMS Researchers Directory SAMURAI
Yuta Sasaki
;
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
heat-assisted magnetic recording
,
FePt
,
combinatorial
,
high throughput
,
machine learning
,
rare-earth doping
Date published
2025-06-23
Updated at
2025-07-11 08:30:48 +0900
Supercon 2 Dataset
Dataset
Creator
Foppiano, Luca
(author) (
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)
https://orcid.org/0000-0002-6114-6164
Foppiano, Luca
Keyword
superconductors
,
machine learning
,
dataset
,
tdm
,
materials science
Date published
2022-09-10
Updated at
2022-10-18 10:11:01 +0900
An interpretable linear model bridging data-driven analysis and chemical intuition for Eu
2+
-phosphor emissions
Journal article
Creator
Yukinori Koyama
(author) (
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)
https://orcid.org/0000-0002-7090-4430
NIMS Researchers Directory SAMURAI
Yukinori Koyama
;
Ryusei Hayasaka
(author) (
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)
Ryusei Hayasaka
;
Yuta Matsushima
(author) (
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)
https://orcid.org/0000-0001-5826-1551
(unauthenticated)
Yuta Matsushima
;
Takayuki Nakanishi
(author) (
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)
https://orcid.org/0000-0003-3412-2842
NIMS Researchers Directory SAMURAI
Takayuki Nakanishi
;
Takashi Takeda
(author) (
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)
https://orcid.org/0000-0003-2510-4562
NIMS Researchers Directory SAMURAI
Takashi Takeda
;
Naoto Hirosaki
(author) (
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)
Naoto Hirosaki
Keyword
materials informatics
,
phosphor
,
europium
,
machine learning
,
interpretability
,
linear model
,
composition-based feature
Date published
2026-12-31
Updated at
2026-07-07 14:31:04 +0900
Acquiring and transferring comprehensive catalyst knowledge through integrated high-throughput experimentation and automatic feature engineering
Journal article
Creator
Ayu Fujiwara
(author) (
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)
Graduate School of Advanced Science and Technology, Japan Advanced Institute of Science and Technology
Ayu Fujiwara
;
Sunao Nakanowatari
(author) (
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)
Graduate School of Advanced Science and Technology, Japan Advanced Institute of Science and Technology
Sunao Nakanowatari
;
Yohei Cho
(author) (
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)
Graduate School of Advanced Science and Technology, Japan Advanced Institute of Science and Technology
Yohei Cho
;
Toshiaki Taniike
(author) (
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)
Graduate School of Advanced Science and Technology, Japan Advanced Institute of Science and Technology
Toshiaki Taniike
Keyword
Catalyst informatics
,
machine learning
,
high-throughput experimentation
,
descriptor
,
oxidative coupling of methane
Date published
2025-12-31
Updated at
2025-07-16 16:17:04 +0900
Keyword
machine learning
(26)
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(3)
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(3)
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(3)
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(3)
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(2)
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(2)
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(2)
inelastic mean free path
(2)
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(2)
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(2)
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(1)
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(1)
Graph neural network
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Interfacial thermal resistance
(1)
Ionic conductivity
(1)
LASSO
(1)
Li battery
(1)
Optimization
(1)
Photoemission spectroscopy
(1)
PoLyInfo
(1)
adhesive
(1)
all solid state batteries
(1)
artificial intelligence
(1)
biomass
(1)
carbon
(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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oxidative coupling of methane
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(1)
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(1)
polymer electrolyte fuel cell (PEFC)
(1)
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(1)
quasicrystal
(1)
rare-earth doping
(1)
solid electrolytes
(1)
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(1)
structure prediction
(1)
surface roughness
(1)
targeted drug delivery
(1)
template substitution
(1)
thermal management
(1)
x-ray powder diffraction
(1)
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