جلد 30، شماره 2 - ( 3-1398 )                   جلد 30 شماره 2 صفحات 149-164 | برگشت به فهرست نسخه ها

XML English Abstract Print


Download citation:
BibTeX | RIS | EndNote | Medlars | ProCite | Reference Manager | RefWorks
Send citation to:

Khosrowabadi N, Ghousi R, Makui A. Decision Support Approach on Occupational Safety Using Data Mining. IJIEPR. 2019; 30 (2) :149-164
URL: http://ijiepr.iust.ac.ir/article-1-836-fa.html
Decision Support Approach on Occupational Safety Using Data Mining. نشریه بین المللی مهندسی صنایع و تحقیقات تولید. 1398; 30 (2) :149-164

URL: http://ijiepr.iust.ac.ir/article-1-836-fa.html


چکیده:   (533 مشاهده)
With regard to the industry's development, occupational safety is a key factor in protecting the worker's health, achieving organizational goals and increasing productivity. Therefore, research is needed to investigate the factors affecting occupational safety. This research, based on the information gathered from the paint halts of one of the industrial units of Tehran, uses data mining technique to identify the important factors.Initially with Literature review to 2018, an insight into existing approaches and new ideas earned. Then, with a significant 5600 units of data, the results of the charts, association rules and K-means algorithm were used to extract the latent knowledge with the least error without human intervention from the six-step methodology of Crisp for data mining.The results of charts, association rules, and K-means algorithm for clustering are in a line and have been successful in determining effective factors such as important age groups and education, identifying important events, identifying the halls and finally, the root causes of major events that were the research questions.The results reveal the importance of very young and young age with often diploma education and low experience, in major accidents involving bruising, injury, and torsion, often due to self-unsafe act and unsafe conditions as slipping or collision with things. In addition, the important body members, hands and feet in the color retouching and surface color cabins are more at risk. These results help improve safety strategies. Finally, suggestions for future research were presented.
     
نوع مطالعه: پژوهشي | موضوع مقاله: مدیریت ریسک و ایمنی
دریافت: ۱۳۹۷/۴/۱۲ | پذیرش: ۱۳۹۸/۲/۱۸ | انتشار: ۱۳۹۸/۴/۱

ارسال نظر درباره این مقاله : نام کاربری یا پست الکترونیک شما:
CAPTCHA

کلیه حقوق این وب سایت متعلق به نشریه بین المللی مهندسی صنایع و تحقیقات تولید می باشد.

طراحی و برنامه نویسی : یکتاوب افزار شرق

© 2019 All Rights Reserved | International Journal of Industrial Engineering & Production Research

Designed & Developed by : Yektaweb