Analysis of Prevention Methods by Type of Construction Disaster Using Text Mining Techniques

doi:10.15683/kosdi.2024.3.31.013

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2024 Vol.20, Issue 1 Preview Page Next Page

Original Article

Analysis of Prevention Methods by Type of Construction Disaster Using Text Mining Techniques 텍스트마이닝을 활용한 건설현장 재해 유형별 예방 대책 분석: 조규필¹ㆍ이명도²ㆍ신윤석³ㆍ김백중⁴*
Gyu Pil Jo¹, Myungdo Lee², Yoon-seok Shin³, Baek-Joong Kim⁴*; ¹Researcher, Division of Architectural Engineering, Kyonggi University, Suwon, Republic of Korea
²Professor, Department of Architectural Engineering, Jeju National University, Jeju, Republic of Korea
³Professor, Division of Architectural Engineering, Kyonggi University, Suwon, Republic of Korea
⁴Professor, Division of Fire Fight Safety and Management, Seojeong University, Yangju, Republic of Korea

31 March 2024. pp. 13-19

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Abstract

Purpose: This study provides prevention methods by type of construction disaster using text mining techniques. Method: Based on the database that analyzed the cases of critical disasters in the domestic construction sector, preventive measures and causes are analyzed by text mining techniques, and the contents of the analysis are visually shown. Result: This visual data represents the measures for preventing critical disasters of each process according to the importance. Conclusion: It is believed that the results will be helpful in identifying factors to be considered in preparing preventive measures for serious accidents in construction.

Keywords

Construction site

Major Disaster

Disaster Prevention

Text mining

연구목적: 본 연구는 텍스트 마이닝 기법을 활용하여 유형별 건설재해의 원인을 도출하여 중대재해 사고의 예방대책 마련을 위한 주요 요소를 파악하는 것을 목적으로 한다. 연구방법: 국내 건설분야의 중대재해 사례를 분석한 데이터베이스를 기반으로 예방대책과 원인을 텍스트 마이닝 기법으로 분석하고, 분석 내용을 시각적으로 표현하였다. 연구결과: 이 시각적 데이터는 중요도에 따라 공종별 중대 재해 예방에 필요한 요소의 파악을 용이하게 한다. 결론: 본 연구의 결과는 건설현장 중대재해와 관련하여 예방대책 마련 시 고려되어야 할 요소 및 요소간 명확한 상관관계의 파악에 기여할 것으로 사료된다.

키워드

건설 현장

중대 재해

재해 예방

텍스트 마이닝

References

Kil, H.-H. (2019). "A study on the analysis method using text mining in the content structure of single text." Journal of Korea Reading Association, Vol, 52, pp. 91-134. 10.17095/JRR.2019.52.3
Kim, J.-S., Kim, B.-S. (2019). "Characteristics analysis of seasonal construction site fall accident using text mining." Korean Journal of Construction Engineering and Management, Vol. 20, No. 3, pp. 113-121.
Ko, E.-J., Kim, N.-G. (2018). "Automatic quality evaluation with completeness and succinctness for text summarization." Journal of Intelligence and Information Systems, Vol. 24, No. 2, pp. 125-148.
Sajid, A., Jan, S., Shah, I.A. (2017). "Automatic topic modeling for single document short texts." In 2017 International Conference on Frontiers of Information Technology, Pakistan, pp. 70-75. 10.1109/FIT.2017.00020
Tixier, A.J.P., Hallowell, M.R., Rajagopalan, B., Bowman, D. (2016). "Application of machine learning to construction injury prediction." Automation in Construction, Vol. 69, pp. 102-114. 10.1016/j.autcon.2016.05.016

Information

Publisher :The Korean Society of Disaster Information
Publisher(Ko) :한국재난정보학회
Journal Title :Journal of the Society of Disaster Information
Journal Title(Ko) :한국재난정보학회논문집
Volume : 20
No :1
Pages :13-19
DOI :https://doi.org/10.15683/kosdi.2024.3.31.013

[1] Kil, H.-H. (2019). "A study on the analysis method using text mining in the content structure of single text." Journal of Korea Reading Association, Vol, 52, pp. 91-134. 10.17095/JRR.2019.52.3

[2] Kim, J.-S., Kim, B.-S. (2019). "Characteristics analysis of seasonal construction site fall accident using text mining." Korean Journal of Construction Engineering and Management, Vol. 20, No. 3, pp. 113-121.

[3] Ko, E.-J., Kim, N.-G. (2018). "Automatic quality evaluation with completeness and succinctness for text summarization." Journal of Intelligence and Information Systems, Vol. 24, No. 2, pp. 125-148.

[4] Sajid, A., Jan, S., Shah, I.A. (2017). "Automatic topic modeling for single document short texts." In 2017 International Conference on Frontiers of Information Technology, Pakistan, pp. 70-75. 10.1109/FIT.2017.00020

[5] Tixier, A.J.P., Hallowell, M.R., Rajagopalan, B., Bowman, D. (2016). "Application of machine learning to construction injury prediction." Automation in Construction, Vol. 69, pp. 102-114. 10.1016/j.autcon.2016.05.016

Journal of the Society of Disaster Information 한국재난정보학회논문집 ISSN:1976-2208(Print) 2671-5287(Online)

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