Automated compliance checking;
data extraction;
ifcOWL;
natural language processing;
SPARQL generation;
BIM;
D O I:
10.1109/ACCESS.2021.3108226
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Automated Compliance Checking (ACC) of building/construction projects is one of the important applications in Architecture, Engineering and Construction (AEC) industry, because it provides the checking processes and results of whether a building design complies with relevant laws, policies and regulations. Currently, Automated Compliance Checking still involves lots of manual operations, and massive time and cost consumption. Additionally, some sub-tasks of ACC have been researched, while few studies can automatically implement the whole ACC process. To solve related issues, we proposed a semantic approach to implement the whole ACC process in an automated way. Natural Language Processing (NLP) is used to extract rule terms and logic relationships among these terms from text regulatory documents. Rule terms are mapped to keywords (concepts or properties) in BIM data through term matching and semantic similarity analysis. After that, according to the mapped keywords in BIM and logic relationships among keywords, a corresponding SPARQL query is automatically generated. The query results can be non-compliance or compliance with rules based on the generated SPARQL query and requirements of stakeholders. The cases study proves that the proposed approach can provide a flexible and effective rule checking for BIM data. In addition, based on the proposed approach, we also further develop a semantic framework to implement automated rule compliance checking in construction industry.
机构:
Department of Manufacturing and Civil Engineering, Norwegian University of Science and Technology, Gjovik, NorwayDepartment of Manufacturing and Civil Engineering, Norwegian University of Science and Technology, Gjovik, Norway
Guo, Dongming
Onstein, Erling
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机构:
Department of Manufacturing and Civil Engineering, Norwegian University of Science and Technology, Gjovik, NorwayDepartment of Manufacturing and Civil Engineering, Norwegian University of Science and Technology, Gjovik, Norway
机构:
Univ Huddersfield, Sch Art Design & Architecture, Huddersfield HD1 3DH, W Yorkshire, EnglandUniv Huddersfield, Sch Art Design & Architecture, Huddersfield HD1 3DH, W Yorkshire, England
Soliman-Junior, Joao
Formoso, Carlos T.
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机构:
Univ Fed Rio Grande do Sul, Construct & Infrastruct, BR-90035190 Porto Alegre, RS, BrazilUniv Huddersfield, Sch Art Design & Architecture, Huddersfield HD1 3DH, W Yorkshire, England
Formoso, Carlos T.
Tzortzopoulos, Patricia
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机构:
Univ Huddersfield, Sch Art Design & Architecture, Huddersfield HD1 3DH, W Yorkshire, EnglandUniv Huddersfield, Sch Art Design & Architecture, Huddersfield HD1 3DH, W Yorkshire, England