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Article(43)
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machine learning (49)
materials informatics (4)
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Keyword: machine learning
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49 records found.
Er-driven magnetic tunability in FePt thin films investigated via high-throughput experiments and microstructure analysis for future HAMR media
Article
Creator
Daisuke Ogawa
;
Yuma Iwasaki
;
Jun Uzuhashi
;
Yuta Sasaki
; Masato Kotsugi ;
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
Time-domain thermoreflectance technique using multiple delayed probe pulses for high-throughput data acquisition and analysis
Article
Creator
Hiroto Arima ; Yuichiro Yamashita ; Takashi Yagi
Keyword
Time-domain thermoreflectance
,
multiple delay
,
thin film
,
thermal effusivity
,
interfacial thermal resistance
,
machine learning
Date published
2025-12-31
Updated at
2025-07-16 16:14:58 +0900
Data-driven analysis and visualization of dielectric properties curated from scientific literature
Article
Creator
Tomoki Murata
; Naoto Saito ; Eiji Koyama ; Ton Nu Thanh Phuong ; Ryusuke Misawa ; Satoshi Yokomizo ;
Tomoya Mato
;
Yu Takada
;
Sakyo Hirose
;
Yukari Katsura
Keyword
Materials data analysis
,
database
,
data curation
,
dielectric materials
,
ferroelectric
,
machine learning
,
dimensionality reduction
Date published
2025-12-31
Updated at
2025-06-12 16:30:20 +0900
Systematic searches for new inorganic materials assisted by materials informatics
Article
Creator
Yukari Katsura
;
Masakazu Akiyama
;
Haruhiko Morito
;
Masaya Fujioka
;
Tohru Sugahara
Keyword
Inorganic chemistry
,
materials informatics
,
machine learning
,
crystal structure analysis
,
database
,
high-throughput synthesis
,
ion diffusion control
Date published
2025-12-31
Updated at
2025-06-03 08:30:27 +0900
Dielectric tensor of perovskite oxides at finite temperature using equivariant graph neural network potentials
Article
Creator
Alex Kutana ; Koki Yoshimochi ; 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
Designing Thermal Insulating thin films with Data-Driven Innovation
Presentation
Creator
Yen-Ju Wu
;
Yibin Xu
Keyword
Interfacial thermal resistance
,
machine learning
,
thermal insulator
,
thin film
Date published
Updated at
2025-03-12 16:30:31 +0900
Self-Energy Spectroscopy and Artificial Neural Network
Article
Creator
Youhei Yamaji
Keyword
machine learning
,
quantum materials
,
photoemission spectroscopy
,
high-temperature superconductivity
Date published
2025-03-15
Updated at
2025-02-27 12:30:42 +0900
Acquiring and transferring comprehensive catalyst knowledge through integrated high-throughput experimentation and automatic feature engineering
Article
Creator
Ayu Fujiwara ; Sunao Nakanowatari ; Yohei Cho ; 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
Analysis of the effect of the Fermi surface matching at Co–Fe and Cu interface on giant magnetoresistance effect using a combinatorial technique
Article
Creator
Varun Kumar Kushwaha
;
Ryo Toyama
;
Yoshio Miura
;
Yuma Iwasaki
;
Yuya Sakuraba
Keyword
spintronics
,
giant magnetoresistance
,
machine learning
,
Fermi surface
,
interfacial electronic band matching
Date published
2024-12-01
Updated at
2025-01-07 16:30:50 +0900
Machine Learning as a “Catalyst” for Advancements in Carbon Nanotube Research
Article
Creator
Guohai Chen
;
Dai-Ming Tang
Keyword
machine learning
,
carbon nanotube
,
in situ TEM
,
growth mechanism
Date published
2024-10-22
Updated at
2024-12-24 13:58:23 +0900
Keyword
machine learning
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