# 自律材料探索による磁性材料開発

https://mdr.nims.go.jp/datasets/5b9605b5-75b8-424d-abe4-0c0869ae701b

## File

- [原稿_ver3_Nohighlighted.doc](https://mdr.nims.go.jp/filesets/0b63dc46-2cb9-443e-b5b2-645adb70fc4f/download) ([Detail](https://mdr.nims.go.jp/filesets/0b63dc46-2cb9-443e-b5b2-645adb70fc4f.md))

## Id

5b9605b5-75b8-424d-abe4-0c0869ae701b

## Local identifier



## Visibility

open_to_public

## State

published

## Created at

2025-12-11T07:42:34.716178Z

## Updated at

2025-12-11T23:30:25.196973Z

## Published at

2025-12-11T23:24:03.881004Z

## Doi

https://doi.org/10.48505/nims.5998

## First published url

https://doi.org/10.1380/vss.68.328

## Date published

2025-06-10

## Recorded date published

2025

## Resource type

journal_article

## Manuscript type

accepted_manuscript

## Collection



## Title

- title: 自律材料探索による磁性材料開発
  title_type: original
  lang: ja

## Description

- description: In recent years, "Materials Informatics," which leverages data science
    for the exploration of novel materials, has gained significant attention. Among
    various approaches, "autonomous materials discovery," which integrates robotics
    and materials simulations with machine learning, has emerged as a promising method
    for efficiently navigating vast material spaces. In this study, we employed a
    simulation-based autonomous materials discovery approach that combines first-principles
    calculations with Bayesian optimization to explore a broad space of magnetic alloys.
    As a result, we successfully discovered and synthesized novel alloys with high
    magnetization.
  description_type: abstract
  lang: und

## Creator

- name: 岩崎 悠真
  role: author
  orcid: https://orcid.org/0000-0002-7117-277X
  organization: National Institute for Materials Science

## Contact agent



## Publisher

organization: 公益社団法人 日本表面真空学会

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## Keyword

- subject: Machine learning
  schema: not_defined
- subject: Materials Informatics
  schema: not_defined

## Rights

- description: "@公益社団法人 日本表面真空学会"
  identifier: http://rightsstatements.org/vocab/InC/1.0/

## Other identifier(s)



## Data origin

- data_origin_type: other

## Embargo



## Journal

- title: 表面と真空
  issn: '24335843'
  volume: '68'
  issue: '6'
  start_page: 328
  end_page: 332

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## Instrument



## Instrument operator



## Instrument managing organization



## Measurement method



## Specimen



## Chemical composition



## Structure for specimen



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## Fileset

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  filename: 原稿_ver3_Nohighlighted.doc
  content_type: application/msword
  size: 2180608
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## Thumbnail

fileset_id: 0b63dc46-2cb9-443e-b5b2-645adb70fc4f
filename: 原稿_ver3_Nohighlighted.doc