건설현장 재해요인의 연관성 도출을 위한 연관규칙분석 적용 연구
- Alternative Title
- Association Rule Mining Approach to Extracting Relationships of Accident Factors in Construction Sites
- Abstract
- The purpose of safety management is to identify and control risk factors to prevent accidents. It is very important to analyze the causes of accidents based on past accident cases. The current state of construction accident analysis is often classified simply based on accident statistics. In addition, Analysis of accidents using simple statistics focuses on high frequency factors. However, since accidents are caused by a combination of factors, the relationships of accident factors must be considered. In this study, the association rule mining(ARM) is applied to extracting relationships of accident factors in construction sites. ARM of data mining techniques is suitable for scientific and probabilistic analysis of the associations between various items. This study collects construction accident data from 2010 to 2014 and extracts relationships of construction accident factors that occur simultaneously, regardless of frequency, based on probability. The purpose of this study is to identify the relationships of factors causing construction accidents according to the accident type, construction size, and process rate. It is expected to reduce the selection time of variable in the processing of information for accident analysis and be helpful for the decision making or the analyst.
- Author(s)
- 이가연
- Issued Date
- 2020
- Awarded Date
- 2020. 2
- Type
- Dissertation
- Keyword
- 건설재해 연관규칙분석 재해분석
- Publisher
- 부경대학교
- URI
- https://repository.pknu.ac.kr:8443/handle/2021.oak/23788
http://pknu.dcollection.net/common/orgView/200000294723
- Alternative Author(s)
- Ga yeon Lee
- Affiliation
- 부경대학교 대학원
- Department
- 대학원 안전공학과
- Advisor
- 신성우
- Table Of Contents
- 제 1 장 연구개요 1
1.1 연구배경 1
1.2 연구목적 3
1.3 연구범위 및 방법 4
제 2 장 연구배경 5
2.1 이론적 배경 : 건설업 재해 분석 5
2.2 방법론적 배경 : 연관규칙분석 7
제 3 장 연구방법론 12
3.1 연구절차 12
3.2 데이터수집 13
3.3 데이터전처리 15
제 4 장 연구결과 18
4.1 파레토 분석 18
4.1.1 발생형태별 현황 분석 18
4.1.2 공사규모별 현황 분석 20
4.1.3 공정률별 현황 분석 21
4.2 건설업 재해요인 연관규칙 도출 23
4.3 주요 연관규칙 해석 28
4.3.1 발생형태별 연관규칙 분석 28
4.3.2 공사규모별 연관규칙 분석 31
4.3.3 공정률별 연관규칙 분석 34
4.4 토의 및 시사점 38
제 5 장 결론 45
참고문헌 47
부록 50
- Degree
- Master
-
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- 산업대학원 > 안전공학과
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