論文 A comprehensive data network for data-driven study of battery materials

Yibin Xu SAMURAI ORCID (National Institute for Materials ScienceROR) ; Yen-Ju Wu SAMURAI ORCID (National Institute for Materials ScienceROR) ; Huiping Li ; Lei Fang SAMURAI ORCID (National Institute for Materials ScienceROR) ; Shigenobu Hayashi ; Ayako Oishi ; Natsuko Shimizu ; Riccarda Caputo ; Pierre Villars

コレクション

引用
Yibin Xu, Yen-Ju Wu, Huiping Li, Lei Fang, Shigenobu Hayashi, Ayako Oishi, Natsuko Shimizu, Riccarda Caputo, Pierre Villars. A comprehensive data network for data-driven study of battery materials. Science and Technology of Advanced Materials. 2024, 25 (1), 2403328. https://doi.org/10.1080/14686996.2024.2403328
SAMURAI

説明:

(abstract)

Data-driven material research for property prediction and material design using machine learning methods requires a large quantity, wide variety, and high-quality materials data. For battery materials, which are commonly polycrystalline, ceramics, and composites, multiscale data on substances, materials, and batteries are required. In this work, we develop a data network composed of three interlinked databases, from which we can obtain comprehensive data on substances such as crystal structures and electronic structures, data on materials such as chemical composition, structure, and properties, and data on batteries such as battery composition, operation conditions, and capacity. The data are extracted from research papers on solid electrolytes and cathode materials, selected by screening more than 330 thousand papers using natural language processing tools. Data extraction and curation are carried out by editors specialized in material science and trained in data standardization.

権利情報:

キーワード: Material databases, battery material, crystal structure, ionic conductivity, nature language processing, cathode, solid electrolyte

刊行年月日: 2024-12-31

出版者: Informa UK Limited

掲載誌:

  • Science and Technology of Advanced Materials (ISSN: 14686996) vol. 25 issue. 1 2403328

研究助成金:

  • Japan Science and Technology Agency “Advanced Battery Collaboration” project of CO
  • National Institute for Materials Science NIMS Materials Open Platform for All Solid-State B
  • National Institute for Materials Science Research Network and Facility Services Division

原稿種別: 出版者版 (Version of record)

MDR DOI:

公開URL: https://doi.org/10.1080/14686996.2024.2403328

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更新時刻: 2024-10-04 08:30:19 +0900

MDRでの公開時刻: 2024-10-04 08:30:19 +0900

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