Intelligent Extraction Method of Engineering Construction Safety Accident Cause Based on Semantic Information Understanding
- DOI
- 10.2991/978-94-6463-658-1_30How to use a DOI?
- Keywords
- Construction safety accident report; Accident cause extraction; Semantic information understanding; KeyBERT
- Abstract
Aiming at the frequent occurrence of safety accidents in engineering construction and the high time consuming and error-prone problem of accident report text analysis, this paper proposes an intelligent extraction method based on semantic understanding for the cause of safety accidents in engineering construction. The core of this method is to use KeyBERT model to mine the cause factors efficiently and accurately. The model can deeply understand the text content, capture the key information in the text, and generate a list of keywords representing the gist of the text. Compared to traditional manual analysis or simple word frequency statistics methods, KeyBERT shows significant advantages in understanding text semantics and capturing contextual information. The experimental results show that this method has excellent performance in accident causation mining in the text of engineering construction safety accident report. This study also designed a comparative experiment to prove the superiority of this method, so as to improve the accuracy and comprehensiveness of accident causation mining and provide strong support for accident handling and prevention measures.
- Copyright
- © 2025 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Binghua Shen PY - 2025 DA - 2025/03/03 TI - Intelligent Extraction Method of Engineering Construction Safety Accident Cause Based on Semantic Information Understanding BT - Proceedings of the 2024 10th International Conference on Architectural, Civil and Hydraulic Engineering (ICACHE 2024) PB - Atlantis Press SP - 290 EP - 300 SN - 2352-5401 UR - https://doi.org/10.2991/978-94-6463-658-1_30 DO - 10.2991/978-94-6463-658-1_30 ID - Shen2025 ER -