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Systematic Knowledge Management of Construction Safety Standards Based on Knowledge Graphs: A Case Study in China

Construction safety standards (CSS) have knowledge characteristics, but few studies have introduced knowledge graphs (KG) as a tool into CSS management. In order to improve CSS knowledge management, this paper first analyzed the knowledge structure of 218 standards and obtained three knowledge level...

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Detalles Bibliográficos
Autores principales: Jiang, Yukun, Gao, Xin, Su, Wenxin, Li, Jinrong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8536078/
https://www.ncbi.nlm.nih.gov/pubmed/34682437
http://dx.doi.org/10.3390/ijerph182010692
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author Jiang, Yukun
Gao, Xin
Su, Wenxin
Li, Jinrong
author_facet Jiang, Yukun
Gao, Xin
Su, Wenxin
Li, Jinrong
author_sort Jiang, Yukun
collection PubMed
description Construction safety standards (CSS) have knowledge characteristics, but few studies have introduced knowledge graphs (KG) as a tool into CSS management. In order to improve CSS knowledge management, this paper first analyzed the knowledge structure of 218 standards and obtained three knowledge levels of CSS. Second, a concept layer was designed which consisted of five levels of concepts and eight types of relationships. Third, an entity layer containing 147 entities was constructed via entity identification, attribute extraction and entity extraction. Finally, 177 nodes and 11 types of attributes were collected and the construction of a knowledge graph of construction safety standard (KGCSS) was completed using knowledge storage. Furthermore, we implemented knowledge inference and obtained CSS planning, i.e., the list of standard work plans used to guide the development and revision of CSS. In addition, we conducted CSS knowledge retrieval; a process which supports interrogative input. The construction of KGCSS thus facilitates the analysis, querying, and sharing of safety standards knowledge.
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spelling pubmed-85360782021-10-23 Systematic Knowledge Management of Construction Safety Standards Based on Knowledge Graphs: A Case Study in China Jiang, Yukun Gao, Xin Su, Wenxin Li, Jinrong Int J Environ Res Public Health Article Construction safety standards (CSS) have knowledge characteristics, but few studies have introduced knowledge graphs (KG) as a tool into CSS management. In order to improve CSS knowledge management, this paper first analyzed the knowledge structure of 218 standards and obtained three knowledge levels of CSS. Second, a concept layer was designed which consisted of five levels of concepts and eight types of relationships. Third, an entity layer containing 147 entities was constructed via entity identification, attribute extraction and entity extraction. Finally, 177 nodes and 11 types of attributes were collected and the construction of a knowledge graph of construction safety standard (KGCSS) was completed using knowledge storage. Furthermore, we implemented knowledge inference and obtained CSS planning, i.e., the list of standard work plans used to guide the development and revision of CSS. In addition, we conducted CSS knowledge retrieval; a process which supports interrogative input. The construction of KGCSS thus facilitates the analysis, querying, and sharing of safety standards knowledge. MDPI 2021-10-12 /pmc/articles/PMC8536078/ /pubmed/34682437 http://dx.doi.org/10.3390/ijerph182010692 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Jiang, Yukun
Gao, Xin
Su, Wenxin
Li, Jinrong
Systematic Knowledge Management of Construction Safety Standards Based on Knowledge Graphs: A Case Study in China
title Systematic Knowledge Management of Construction Safety Standards Based on Knowledge Graphs: A Case Study in China
title_full Systematic Knowledge Management of Construction Safety Standards Based on Knowledge Graphs: A Case Study in China
title_fullStr Systematic Knowledge Management of Construction Safety Standards Based on Knowledge Graphs: A Case Study in China
title_full_unstemmed Systematic Knowledge Management of Construction Safety Standards Based on Knowledge Graphs: A Case Study in China
title_short Systematic Knowledge Management of Construction Safety Standards Based on Knowledge Graphs: A Case Study in China
title_sort systematic knowledge management of construction safety standards based on knowledge graphs: a case study in china
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8536078/
https://www.ncbi.nlm.nih.gov/pubmed/34682437
http://dx.doi.org/10.3390/ijerph182010692
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