Janosch Luttmer, Mostafa Kandel, Dominik Ehring, A. Nagarajah
{"title":"Automatic knowledge graph creation from engineering standards using the example of formulas","authors":"Janosch Luttmer, Mostafa Kandel, Dominik Ehring, A. Nagarajah","doi":"10.1017/pds.2024.45","DOIUrl":null,"url":null,"abstract":"Engineering standards are an important source of knowledge in product development. Despite the increasing digitalisation, the provision and usage of standards is characterised by lots of manual steps. This research paper aims at applying automatic knowledge graph creation in the domain of engineering standards to enable machine-actionable standards. For this, a formula knowledge graph ontology as well as suitable information extraction techniques are developed. The concept is validated using the example of DIN ISO 281, showing the overall capability of automatic knowledge graph creation.","PeriodicalId":489438,"journal":{"name":"Proceedings of the Design Society","volume":"254 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Design Society","FirstCategoryId":"0","ListUrlMain":"https://doi.org/10.1017/pds.2024.45","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Engineering standards are an important source of knowledge in product development. Despite the increasing digitalisation, the provision and usage of standards is characterised by lots of manual steps. This research paper aims at applying automatic knowledge graph creation in the domain of engineering standards to enable machine-actionable standards. For this, a formula knowledge graph ontology as well as suitable information extraction techniques are developed. The concept is validated using the example of DIN ISO 281, showing the overall capability of automatic knowledge graph creation.
工程标准是产品开发知识的重要来源。尽管数字化程度不断提高,但标准的提供和使用仍以大量人工步骤为特征。本研究论文旨在将自动知识图谱创建应用于工程标准领域,以实现机器可操作的标准。为此,我们开发了一个公式化的知识图谱本体以及合适的信息提取技术。以 DIN ISO 281 为例对这一概念进行了验证,展示了自动知识图谱创建的整体能力。