License: Creative Commons BY Attribution 4.0 International Keyword: machine learning

24 records found.

Understanding strain localization in metallic materials  a review of high-resolution digital image correlation and related techniques.pdf
Understanding strain localization in metallic materials: a review of high-resolution digital image correlation and related techniques
Article
Creator
F. Briffod SAMURAI ORCID ; T. E.J. Edwards ; J. Quinta da Fonseca ; J. -C. Stinville ; D. Texier ; T. Vermeij
Keyword
High-resolution digital image correlation, strain localization, crystal plasticity, data merging, metallic materials, machine learning
Date published
2026-12-31
Updated at
2026-03-13 08:30:04 +0900

Supplemental_(1).pdf
A design methodology of crystal growth furnace and process aided by two-step optimization using machine learning models and genetic algorithm
Article
Creator
Hiroyuki Tanaka ; Kentaro Kutsukake ; Kota Asakura ; Takuto Kojima ; Xin Liu ; 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

s41524-025-01851-8 (1).pdf
Networking autonomous material exploration systems through transfer learning
Article
Creator
Naoki Yoshida ; Yutaro Iwabuchi ; Yasuhiko Igarashi ; Yuma Iwasaki SAMURAI ORCID
Keyword
machine learning
Date published
2025-12-09
Updated at
2025-12-13 08:30:26 +0900

s41524-025-01671-w.pdf
Discovery of liquid crystalline polymers with high thermal conductivity using machine learning
Article
Creator
Hayato Maeda ORCID ; Stephen Wu ORCID ; Rika Marui ORCID ; Erina Yoshida ; Kan Hatakeyama-Sato ; Yuta Nabae ; Shiori Nakagawa ; Meguya Ryu ; Ryohei Ishige ; Yoh Noguchi ; Yoshihiro Hayashi ORCID ; Masashi Ishii SAMURAI ORCID ; Isao Kuwajima SAMURAI ORCID ; Felix Jiang ; Xuan Thang Vu ; Sven Ingebrandt ORCID ; Masatoshi Tokita ; Junko Morikawa ORCID ; Ryo Yoshida ORCID ; Teruaki Hayakawa
Keyword
liquid crystalline polymer, thermal conductivity, machine learning, PoLyInfo
Date published
2025-07-02
Updated at
2025-08-19 12:30:21 +0900

Dielectric tensor of perovskite oxides at finite temperature using equivariant graph neural network potentials.pdf
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

Advanced Science - 2023 - Uryu - Deep Learning Enables Rapid Identification of a New Quasicrystal from Multiphase Powder.pdf
Deep Learning Enables Rapid Identification of a New Quasicrystal from Multiphase Powder Diffraction Patterns
Article
Creator
Hirotaka Uryu ; Tsunetomo Yamada ; Koichi Kitahara ; Alok Singh SAMURAI ORCID ; Yutaka Iwasaki SAMURAI ORCID ; Kaoru Kimura ORCID ; Kanta Hiroki ; Naoki Miyao ; Asuka Ishikawa ; Ryuji Tamura ; Satoshi Ohhashi ; Chang Liu ; Ryo Yoshida
Keyword
deep learning, x-ray powder diffraction, quasicrystal, phase identification, machine learning
Date published
2023-11-14
Updated at
2024-12-13 12:30:39 +0900