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Keyword: Machine learning

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18 records found. Displaying records 1 to 10.

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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

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Koji Shimizu (author) (Search by this author)

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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

Machine Learning Assisted Optimization of SmFe12-based Alloys

Conference poster
Creator: BOLYACHKIN Anton (author) (Search by this author)

https://orcid.org/0000-0003-0420-1806

International Center for Young Scientists, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

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SUBAGJA Toni (author) (Search by this author)

https://orcid.org/0009-0003-8810-8808

Research Center for Magnetic and Spintronic Materials/Green Magnetic Materials Group, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

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LI Jiangnan (author) (Search by this author)

Research Center for Magnetic and Spintronic Materials/Magnetic Materials Analysis Group, National Institute for Materials Science

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ZHANG Jiasheng (author) (Search by this author)

Research Center for Magnetic and Spintronic Materials/Green Magnetic Materials Group, National Institute for Materials Science

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ASHOK KRISHNASWAMY Srinithi (author) (Search by this author)

https://orcid.org/0000-0001-6209-3837

Research Center for Magnetic and Spintronic Materials/Green Magnetic Materials Group, National Institute for Materials Science

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ABE Taichi (author) (Search by this author)

https://orcid.org/0000-0002-5065-0939

Research Center for Structural Materials/Materials Evaluation Field/Structural Thermodynamics Group, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

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TANG Xin (author) (Search by this author)

https://orcid.org/0000-0001-6762-6145

Research Center for Magnetic and Spintronic Materials/Green Magnetic Materials Group, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

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TOZMAN KARANIKOLAS Pelin (author) (Search by this author)

Global Networking Division/International Center for Young Scientists, National Institute for Materials Science

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KULESH Nikita (author) (Search by this author)

https://orcid.org/0000-0001-7046-2671

Research Center for Magnetic and Spintronic Materials/Green Magnetic Materials Group, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

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SEPEHRI AMIN Hossein (author) (Search by this author)

https://orcid.org/0000-0002-7856-7897

Research Center for Magnetic and Spintronic Materials/Green Magnetic Materials Group, National Institute for Materials Science

NIMS Researchers Directory SAMURAI

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OHKUBO Tadakatsu (author) (Search by this author)

https://orcid.org/0000-0003-3548-1951

Research Center for Magnetic and Spintronic Materials, National Institute for Materials Science

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HONO Kazuhiro (author) (Search by this author)

https://orcid.org/0000-0001-7367-0193

National Institute for Materials Science

NIMS Researchers Directory SAMURAI
Keyword: Machine learning, Hard magnetic materials, SmFe12-based alloys
Date published
Updated at: 2024-10-17 08:30:37 +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)

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Masaya Fujioka (author) (Search by this author)

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

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Haruhiko Morito (author) (Search by this author)

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Tohru Sugahara (author) (Search by this author)

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

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Hisanori Yamane (author) (Search by this author)

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

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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

takahara-et-al-2024-toward-the-atomic-level-analysis-of-ground-state-electronic-structures-of-solid-materials-via.pdf

Toward the Atomic-Level Analysis of Ground-State Electronic Structures of Solid Materials via Prediction from Core-Loss Spectra: A Computational Study in Si

Journal article
Creator: Izumi Takahara (author) (Search by this author)

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Fumihiko Uesugi (author) (Search by this author)

https://orcid.org/0000-0003-3346-4218

National Institute for Materials Science

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Koji Kimoto (author) (Search by this author)

https://orcid.org/0000-0002-3927-0492

National Institute for Materials Science

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Kiyou Shibata (author) (Search by this author)

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Teruyasu Mizoguchi (author) (Search by this author)
Keyword: Machine learning, ELNES, XANES, PDOS
Date published: 2024-08-15
Updated at: 2024-10-02 12:30:19 +0900

Improving efficiency of autonomous material search via transfer learning from nontarget properties

Journal article
Creator: Jaekyun Hwang (author) (Search by this author)

National Institute for Materials Science

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Yuma Iwasaki (author) (Search by this author)

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

National Institute for Materials Science

NIMS Researchers Directory SAMURAI
Keyword: Machine learning
Date published: 2023-12-31
Updated at: 2024-01-05 22:11:31 +0900