Management of reference data in materials science and engineering exemplified for creep data of a single-crystalline Ni-based superalloy

IF 8.3 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY
L.A. Ávila Calderón , Y. Shakeel , A. Gedsun , M. Forti , S. Hunke , Y. Han , T. Hammerschmidt , R. Aversa , J. Olbricht , M. Chmielowski , R. Stotzka , E. Bitzek , T. Hickel , B. Skrotzki
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Abstract

The identification of process-structure-property relationships of materials inevitably requires the combination of research data from different measurements. Therefore, the concepts related to FAIR (findable, accessible, interoperable, reusable) data handling, increasingly reported in literature, are particularly important in the materials science and engineering domain. However, they have not yet been integrated into a single, overarching methodological framework, particularly for reference data. Here, we introduce such a framework. Our concept covers data generation, documentation, handling, storage, sharing, data search and discovery, retrieval, and usage. Furthermore, we prototypically implement it using a real dataset with creep data of a single-crystal CMSX-6 Ni-based superalloy. The presented implementation is traceable and permanently accessible through open repositories. The individual elements considered in the framework ensure the functionality and usability of the data and, thus, the adherence to the FAIR principles. In conjunction with this, we present a definition for reference data of materials. Our definition underlines particularly the importance of a comprehensive documentation, e.g., on material provenance, data processing procedures, and the software and hardware used, including software-specific input parameters, as these details enable data users or independent parties to assess the quality of the datasets and to reuse and reproduce the results. Reference data that is managed according to the proposed framework can be used to advance knowledge in the materials science and engineering domain, e.g., by identifying new process-structure-property relations.

Abstract Image

Abstract Image

材料科学与工程参考数据的管理——以单晶镍基高温合金蠕变数据为例
确定材料的工艺-结构-性能关系不可避免地需要结合来自不同测量的研究数据。因此,与FAIR(可查找、可访问、可互操作、可重用)数据处理相关的概念在文献中越来越多地报道,在材料科学和工程领域尤为重要。但是,它们尚未被纳入一个单一的、总体的方法框架,特别是用于参考数据。在这里,我们介绍这样一个框架。我们的概念涵盖数据生成、文档、处理、存储、共享、数据搜索和发现、检索和使用。在此基础上,利用单晶CMSX-6镍基高温合金蠕变数据的真实数据集对其进行了原型实现。所提供的实现是可跟踪的,并且可以通过开放存储库永久访问。框架中考虑的各个元素确保了数据的功能性和可用性,从而确保了对FAIR原则的遵守。结合这一点,我们提出了材料参考数据的定义。我们的定义特别强调了全面文档的重要性,例如材料来源、数据处理程序、使用的软件和硬件,包括特定于软件的输入参数,因为这些细节使数据用户或独立方能够评估数据集的质量,并重新使用和复制结果。根据提出的框架管理的参考数据可用于推进材料科学和工程领域的知识,例如,通过确定新的工艺-结构-性能关系。
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来源期刊
Acta Materialia
Acta Materialia 工程技术-材料科学:综合
CiteScore
16.10
自引率
8.50%
发文量
801
审稿时长
53 days
期刊介绍: Acta Materialia serves as a platform for publishing full-length, original papers and commissioned overviews that contribute to a profound understanding of the correlation between the processing, structure, and properties of inorganic materials. The journal seeks papers with high impact potential or those that significantly propel the field forward. The scope includes the atomic and molecular arrangements, chemical and electronic structures, and microstructure of materials, focusing on their mechanical or functional behavior across all length scales, including nanostructures.
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