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유해화학물질의 시각적 안전관리를 위한 MSDS 지도 개발

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Alternative Title
Development of MSDS Map for Visual Safety Management of Hazardous and Chemical Materials
Abstract
For preventing the accidents generated from the chemical materials, thus far, MSDS (Material Safety Data Sheet) data have been made to notify how to use and manage the hazardous and chemical materials in safety, However, it is difficult for users who handle these materials to understand the MSDS data because they are only listed based on the alphabetical order, not based on the specific factors such as similarity of characteristics. It is limited in representing the types of chemical materials with respect to their characteristics. Thus, in this study, a lots of MSDS data are visualized based on relationships of the characteristics among the chemical materials for supporting safety managers. For this, we used the textmining algorithm which extracts text keywords contained in documents and the Self-Organizing Map(SOM) algorithm which visually addresses textual data information. In the case of Occupational Safety and Health Administration (OSHA) in the United States, the guide texts contained in MSDS documents, which include use information such as reactivity and and potential risks of materials, are gathered as the target data. First, using the textmining algorithm, the information of chemicals is extracted from these guide texts. Next, the MSDS map is developed using SOM in terms of similarity of text information of chemical materials. The MSDS map is helpful for effextively classifying chemical materials by mapping prohibited and hazardous substances on the developed the SOM map. As a result, suing the MSDS map, it is easy for safety managers to detect prohibited and hazardous substances with respect to the Industrial Safety and Health Act standards.
Author(s)
신명우
Issued Date
2020
Awarded Date
2020. 2
Type
Dissertation
Keyword
MSDS MSDS map textmining SOM visualization chemicals
Publisher
부경대학교
URI
https://repository.pknu.ac.kr:8443/handle/2021.oak/23924
http://pknu.dcollection.net/common/orgView/200000295092
Alternative Author(s)
Myungwoo Shin
Affiliation
부경대학교 대학원
Department
대학원 안전공학과
Advisor
서용윤
Table Of Contents
제 1 장 서 론 1

제 2 장 연구 배경 4
2.1 유해화학물질 관리제도 및 방법 4
2.2 안전관리를 위한 데이터 시각화 연구 7

제 3 장 연구 방법론 8
3.1 연구 절차 8
3.2 텍스트마이닝 9
3.3 자기조직화지도(SOM: Self-Organizing Map) 11

제 4 장 분석결과 13
4.1 STEP 1 : 데이터 수집 13
4.2 STEP 2 : 전처리 및 키워드 추출 15
4.3 STEP 3 : MSDS 지도 작성 17
4.4 STEP 4 : MSDS 지도 응용 19

제 5 장 토의 22
5.1 물질이 금지물질과 허가물질 셀에 포함된 경우 24
5.2 물질이 금지물질 셀에만 포함된 경우 26
5.3 물질이 두 가지 셀 모두에 포함되지 않는 경우 28
5.4 새로운 물질이 추가되는 경우 28

제 6 장 결론 30

참고문헌 31
Degree
Master
Appears in Collections:
산업대학원 > 안전공학과
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