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Abstract Computer-aided compliance checking is always a challenge in the Architecture, Engineering, and Construction (AEC) domain. In recent years, semantic compliance checking has gained a lot of attention. As the critical ingredient of the checking system, rule information needs to be extracted from regulatory texts and be formalized into machine-readable format. This paper proposed a semantic frame-based information extraction method with a focus on domain semantics and lexical semantics. The extraction process is characterized by the enrichment of lexical semantic frames and the mapping with the domain semantic framework. Natural language processing (NLP) and machine learning (ML) techniques were used to implement the extraction mechanism. The preliminary experiment shows a promising performance when extracting rule information from Indian Utility Accommodation Policy.
Abstract Computer-aided compliance checking is always a challenge in the Architecture, Engineering, and Construction (AEC) domain. In recent years, semantic compliance checking has gained a lot of attention. As the critical ingredient of the checking system, rule information needs to be extracted from regulatory texts and be formalized into machine-readable format. This paper proposed a semantic frame-based information extraction method with a focus on domain semantics and lexical semantics. The extraction process is characterized by the enrichment of lexical semantic frames and the mapping with the domain semantic framework. Natural language processing (NLP) and machine learning (ML) techniques were used to implement the extraction mechanism. The preliminary experiment shows a promising performance when extracting rule information from Indian Utility Accommodation Policy.
Semantic Frame-Based Information Extraction from Utility Regulatory Documents to Support Compliance Checking
2018-10-04
8 pages
Article/Chapter (Book)
Electronic Resource
English
Compliance checking , Semantic framework , Semantic frame , Natural language processing (NLP) Engineering , Building Construction and Design , Data Mining and Knowledge Discovery , Building Repair and Maintenance , Computer-Aided Engineering (CAD, CAE) and Design , Light Construction, Steel Construction, Timber Construction , Construction Management
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