MDR: NIMS Materials Data Repository

Keyword: Machine learning

Reset all filters

14 records found. Displaying records 1 to 10.

Reset all filters

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

Data-driven analysis of hydrogen embrittlement in martensitic steels with interpretable machine learning

Journal article
Creator: Houichi Kitano (author) (Search by this author)

https://orcid.org/0000-0002-0778-574X

NIMS Researchers Directory SAMURAI

;

Yuuji Kimura (author) (Search by this author)

https://orcid.org/0000-0002-8907-0704

NIMS Researchers Directory SAMURAI

;

Akinobu Shibata (author) (Search by this author)

https://orcid.org/0000-0001-8577-6411

NIMS Researchers Directory 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

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)

https://orcid.org/0000-0003-4702-0933

National Institute for Materials Science

NIMS Researchers Directory SAMURAI

;

Koji Shimizu (author) (Search by this author)

;

Satoshi Watanabe (author) (Search by this author)

https://orcid.org/0000-0002-8069-6938 (unauthenticated)

National Institute for Materials Science
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

Revised Manuscript-ActaMater_20240327.docx

ALMLBO PIPELINE APPROACH APPLY TO MATERIAL PROCESS AND COMPOSITION OPTIMIZATION FOR ENERGY-SAVING APPLICATIONS

Conference presentation
Creator: Cédric Bourgès (author) (Search by this author)

https://orcid.org/0000-0001-9056-0420

International Center for Young Scientists, National Institute for Materials Science

;

Guillaume Lambard (author) (Search by this author)

https://orcid.org/0000-0003-0275-4079

Center for Basic Research on Materials/Data-driven Materials Research Field/Data-driven Materials Design Group, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

;

Naoki Sato (author) (Search by this author)

https://orcid.org/0000-0002-6429-0591

Research Center for Materials Nanoarchitectonics (MANA)/Nanomaterials Field/Thermal Energy Materials Group, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

;

Makoto Tachibana (author) (Search by this author)

https://orcid.org/0000-0002-5907-5563

Research Center for Materials Nanoarchitectonics (MANA)/Nanomaterials Field/Thermal Energy Materials Group, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

;

Satoshi Ishii (author) (Search by this author)

https://orcid.org/0000-0003-0731-8428

Research Center for Materials Nanoarchitectonics (MANA)/Nanomaterials Field/Optical Nanostructure Team, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

;

Takao Mori (author) (Search by this author)

https://orcid.org/0000-0003-2682-1846

Research Center for Materials Nanoarchitectonics (MANA)/Nanomaterials Field/Thermal Energy Materials Group, National Institute for Materials Science

NIMS Researchers Directory SAMURAI
Keyword: Kesterite, Machine learning, Process, Thermoelectric, Ceramic
Date published
Updated at: 2024-10-30 16:30:23 +0900

Autonomous search for half-metallic materials with B 2 structure

Journal article
Creator: Yuma Iwasaki (author) (Search by this author)

https://orcid.org/0000-0002-7117-277X

NIMS Researchers Directory SAMURAI

;

Ryo Toyama (author) (Search by this author)

https://orcid.org/0000-0002-7398-5803

NIMS Researchers Directory SAMURAI

;

Takahiro Yamazaki (author) (Search by this author)

https://orcid.org/0000-0003-0738-9373 (unauthenticated)

;

Yasuhiko Igarashi (author) (Search by this author)

https://orcid.org/0000-0003-1042-6657 (unauthenticated)

;

Masato Kotsugi (author) (Search by this author)

https://orcid.org/0000-0002-4841-1808 (unauthenticated)

;

Yuya Sakuraba (author) (Search by this author)

https://orcid.org/0000-0003-4618-9550

NIMS Researchers Directory SAMURAI
Keyword: Machine learning, Autonomous, ab initio, Half metal
Date published: 2024-12-31
Updated at: 2024-10-04 08:30:32 +0900

Elemental Reactivity Maps for Materials Discovery

Journal article
Creator: Yuki Inada (author) (Search by this author)

https://orcid.org/0000-0002-9104-1320 (unauthenticated)

;

Masaya Fujioka (author) (Search by this author)

https://orcid.org/0000-0002-5829-6591 (unauthenticated)

;

Haruhiko Morito (author) (Search by this author)

;

Tohru Sugahara (author) (Search by this author)

https://orcid.org/0000-0001-5842-5392 (unauthenticated)

;

Hisanori Yamane (author) (Search by this author)

https://orcid.org/0000-0002-7931-5210 (unauthenticated)

;

Yukari Katsura (author) (Search by this author)

https://orcid.org/0000-0002-8905-2995

NIMS Researchers Directory SAMURAI
Keyword: Crystal structure, Elements, Machine learning, Materials, Reactivity
Date published: 2025-03-25
Updated at: 2026-02-21 16:30:08 +0900

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)

https://orcid.org/0000-0002-4314-2266 (unauthenticated)

;

Ryo Tamura (author) (Search by this author)

https://orcid.org/0000-0002-0349-358X

NIMS Researchers Directory SAMURAI

;

Guillaume Deffrennes (author) (Search by this author)

https://orcid.org/0000-0002-3752-2537 (unauthenticated)
Keyword: CALPHAD, Machine learning
Date published: 2026-02-07
Updated at: 2026-04-01 13:44:57 +0900

Determination of Stable Proton Configurations by Black-Box Optimization Using an Ising Machine

Journal article
Creator: Jianbo Lin (author) (Search by this author)

;

Tomofumi Tada (author) (Search by this author)

https://orcid.org/0000-0003-3093-3779 (unauthenticated)

;

Ai Koizumi (author) (Search by this author)

;

Masato Sumita (author) (Search by this author)

https://orcid.org/0000-0002-3506-1028 (unauthenticated)

;

Koji Tsuda (author) (Search by this author)

https://orcid.org/0000-0002-4288-1606

NIMS Researchers Directory SAMURAI

;

Ryo Tamura (author) (Search by this author)

https://orcid.org/0000-0002-0349-358X

NIMS Researchers Directory SAMURAI
Keyword: Machine learning, Ising machine, Proton configuration
Date published: 2025-02-06
Updated at: 2025-05-23 08:30:18 +0900

Advances in Carbon Nanotubes: Synthesis, Properties, and Cutting-Edge Applications

Journal article
Creator: Guohai Chen (author) (Search by this author)

https://orcid.org/0000-0001-8481-0972 (unauthenticated)

;

Dai-Ming Tang (author) (Search by this author)

https://orcid.org/0000-0001-7136-7481

NIMS Researchers Directory SAMURAI
Keyword: Carbon Nanotubes, Synthesis, Properties, Machine learning
Date published: 2025-10-20
Updated at: 2025-12-13 08:30:03 +0900

Quasicrystals predicted and discovered by machine learning

Journal article
Creator: Chang Liu (author) (Search by this author)

;

Koichi Kitahara (author) (Search by this author)

;

Asuka Ishikawa (author) (Search by this author)

;

Takanobu Hiroto (author) (Search by this author)

https://orcid.org/0000-0002-6176-5782

National Institute for Materials Science

NIMS Researchers Directory SAMURAI

;

Alok Singh (author) (Search by this author)

https://orcid.org/0000-0001-5515-8305

National Institute for Materials Science

NIMS Researchers Directory SAMURAI

;

Erina Fujita (author) (Search by this author)

https://orcid.org/0000-0002-0987-5597

National Institute for Materials Science

NIMS Researchers Directory SAMURAI

;

Yukari Katsura (author) (Search by this author)

https://orcid.org/0000-0002-8905-2995

National Institute for Materials Science

NIMS Researchers Directory SAMURAI

;

Yuki Inada (author) (Search by this author)

;

Ryuji Tamura (author) (Search by this author)

;

Kaoru Kimura (author) (Search by this author)

https://orcid.org/0000-0001-5050-4256

National Institute for Materials Science

;

Ryo Yoshida (author) (Search by this author)

https://orcid.org/0000-0001-8092-0162 (unauthenticated)
Keyword: Crystal forms, Crystal phenomena, Crystal structure, Alloys, Machine learning
Date published: 2023-09-25
Updated at: 2024-11-21 16:36:03 +0900

Collection

Resource type

Keyword

License

File type

Filter

Collection

Resource type

Keyword

License

File type