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A posteriori metadata from automated provenance tracking: integration of AiiDA and TCOD

机译:来自自动来源跟踪的后验元数据:AiiDA和TCOD的集成

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摘要

In order to make results of computational scientific research findable, accessible, interoperable and re-usable, it is necessary to decorate them with standardised metadata. However, there are a number of technical and practical challenges that make this process difficult to achieve in practice. Here the implementation of a protocol is presented to tag crystal structures with their computed properties, without the need of human intervention to curate the data. This protocol leverages the capabilities of AiiDA, an open-source platform to manage and automate scientific computational workflows, and the TCOD, an open-access database storing computed materials properties using a well-defined and exhaustive ontology. Based on these, the complete procedure to deposit computed data in the TCOD database is automated. All relevant metadata are extracted from the full provenance information that AiiDA tracks and stores automatically while managing the calculations. Such a protocol also enables reproducibility of scientific data in the field of computational materials science. As a proof of concept, the AiiDA–TCOD interface is used to deposit 170 theoretical structures together with their computed properties and their full provenance graphs, consisting in over 4600 AiiDA nodes.
机译:为了使计算科学研究的结果可发现,可访问,可互操作且可重复使用,有必要用标准化的元数据修饰它们。但是,存在许多技术和实践挑战,使该过程在实践中难以实现。在这里,提出了一种协议的实施方案,以其计算的特性标记晶体结构,而无需人工干预来整理数据。该协议利用了AiiDA(一个用于管理和自动化科学计算工作流程的开源平台)和TCOD(一个使用可定义且详尽的本体存储计算材料属性的开放访问数据库)的功能。基于这些,将计算数据存储到TCOD数据库的完整过程是自动化的。所有相关元数据均从AiiDA在管理计算时自动跟踪和存储的全部来源信息中提取。这种协议还使计算材料科学领域的科学数据具有可再现性。作为概念证明,AiiDA–TCOD接口用于存放170多个理论结构及其计算的属性和完整的出处图,其中包括4600多个AiiDA节点。

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