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説明:

A data model to organize metallic materials’ reliability properties are presented, along with data format variations to implement the conceptual model. By analysing the structures behind the Creep Data Sheet and Fatigue Data Sheet series from the National Institute for Materials Science (NIMS), commonalities were identified to establish a standardized list of entities and their relationships. The data model incorporates a multilayered approach that acknowledges both uniform materials and non-uniform materials such as welded joints. Standardized identifier system supports interlinking between the different entities. The model was shown to be applicable to data from various independent initiatives and is effective in supporting datasets for machine learning. The model was implemented in three different formats: spreadsheets, relational database, and key-value document store. Their characteristics are comparatively discussed. Plain-text spreadsheets provide low-barrier editing and are version controllable. Relational database management systems offer data integrity and fast querying, suitable as a backend to a web application; NIMS’s Metallic Materials Database (Kinzoku) system was renewed by taking advantage of these characteristics. Key-value document stores can be flexible, highly machine-readable, and self-describing. They also allow for linking with external ontology for heterogeneous data integration. Digitized management of materials reliability data using this model supports storage, federation, and accelerated utilization in data-driven methodologies.

データの性質: informatics_and_data_science

権利情報:

• Creative Commons BY-NC Attribution-NonCommercial 4.0 International
  

  Excel data is available under CC BY-NC 4.0. STAM-M paper is available under CC BY 4.0.

キーワード: metallic materials, structural materials, database, data format, data model, creep, fatigue

刊行年月日: 2025-12-31

出版者: Taylor & Francis

掲載誌:

• Science and Technology of Advanced Materials: Methods (ISSN: 27660400) vol. 5 issue. 1 2518745

研究助成金:

• Ministry of Education, Culture, Sports, Science and Technology JPMXP1122684766 (Data Creation and Utilization-Type Materials Research and Development Project (DxMT))
• Council for Science, Technology and Innovation (CSTI) Cross-Ministerial Strategic Innovation Promotion Program (SIP) (Materials Integration for Revolutionary Design System of Structural Materials)

原稿種別: 出版者版 (Version of record)

MDR DOI: https://doi.org/10.48505/nims.5449

公開URL: https://doi.org/10.1080/27660400.2025.2518745

関連資料:

• is_supplement_to
• A unified model for metallic materials reliability data and its application in NIMS Metallic Materials Database (Kinzoku) (journal_article)
• https://doi.org/10.1080/27660400.2025.2518745

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更新時刻: 2025-08-01 08:55:21 +0900

MDRでの公開時刻: 2025-04-23 08:17:19 +0900