Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1784587938033565696 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8536078 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT jiangyukun systematicknowledgemanagementofconstructionsafetystandardsbasedonknowledgegraphsacasestudyinchina AT gaoxin systematicknowledgemanagementofconstructionsafetystandardsbasedonknowledgegraphsacasestudyinchina AT suwenxin systematicknowledgemanagementofconstructionsafetystandardsbasedonknowledgegraphsacasestudyinchina AT lijinrong systematicknowledgemanagementofconstructionsafetystandardsbasedonknowledgegraphsacasestudyinchina |