Natural language processing for smart construction: Current status and future directions

C Wu, X Li, Y Guo, J Wang, Z Ren, M Wang… - Automation in …, 2022 - Elsevier
Unstructured texts dominate data in construction projects. With the achievements of natural
language processing (NLP) techniques, mining unstructured text data for smart construction …

Applications of natural language processing in construction

Y Ding, J Ma, X Luo - Automation in Construction, 2022 - Elsevier
In the construction industry under “Industry 4.0”, Natural Language Processing (NLP) has
been widely used to process and analyze text data to achieve construction intelligence …

[HTML][HTML] Automated detection of contractual risk clauses from construction specifications using bidirectional encoder representations from transformers (BERT)

S Moon, S Chi, SB Im - Automation in Construction, 2022 - Elsevier
Detecting contractual risk information from construction specifications is crucial to
succeeding in construction projects. This paper describes clause classification using the …

Comparing natural language processing (NLP) applications in construction and computer science using preferred reporting items for systematic reviews (PRISMA)

S Chung, S Moon, J Kim, J Kim, S Lim, S Chi - Automation in Construction, 2023 - Elsevier
Despite the increasing use of natural language processing (NLP) in the construction
domain, no systematic comparison has been conducted between NLP applications in …

Deep learning-based relation extraction and knowledge graph-based representation of construction safety requirements

X Wang, N El-Gohary - Automation in Construction, 2023 - Elsevier
Field compliance checking aims to check the compliance of site operations with applicable
construction safety regulations for detecting violations. Relation extraction provides an …

A deep neural network-based method for deep information extraction using transfer learning strategies to support automated compliance checking

R Zhang, N El-Gohary - Automation in Construction, 2021 - Elsevier
Existing automated compliance checking (ACC) systems require the extraction of
requirements from regulatory documents into computer-processable representations. These …

A critical review of text-based research in construction: Data source, analysis method, and implications

S Baek, W Jung, SH Han - Automation in Construction, 2021 - Elsevier
The advancement of natural language processing and text mining techniques facilitate
automatic non-trivial pattern extraction and knowledge discovery from text data. However …

Automated construction specification review with named entity recognition using natural language processing

S Moon, G Lee, S Chi, H Oh - Journal of Construction Engineering …, 2021 - ascelibrary.org
When bidding on construction projects, contractors need to understand the specifications
properly to manage project risks. However, specifications are mainly analyzed based on …

Automated requirements identification from construction contract documents using natural language processing

F Hassan, T Le - Journal of Legal Affairs and Dispute Resolution in …, 2020 - ascelibrary.org
Contract documents are a critical legal component of a construction project that specify all
wishes and expectations of the owner toward the design, construction, and handover of a …

Exploring natural language processing in construction and integration with building information modeling: A scientometric analysis

M Locatelli, E Seghezzi, L Pellegrini, LC Tagliabue… - Buildings, 2021 - mdpi.com
The European Union (EU) aims to increase the efficiency and productivity of the construction
industry. The EU suggests pairing Building Information Modeling with other digitalization …