A novel risk-based analysis for the production system under epistemic uncertainty

Journal of Industrial Engineering International

دوره 9، شماره 1، اسفند 2013   

نویسندگان

Mehran Khalaj^{* 1}؛ Fereshteh Khalaj²؛ Amineh Khalaj³

¹Department of Industrial Engineering, Robat Karim Branch, Islamic Azad University, Tehran, Iran

²Department of Statistics, Science and Research Branch, Islamic Azad University, Tehran, Iran

³Department of Management, Naragh Branch, Islamic Azad University, Naragh, Iran

چکیده

Risk analysis of production system, while the actual and appropriate data is not available, will cause wrong system parameters prediction and wrong decision making. In uncertainty condition, there are no appropriate measures for decision making. In epistemic uncertainty, we are confronted by the lack of data. Therefore, in calculating the system risk, we encounter vagueness that we have to use more methods that are efficient in decision making. In this research, using Dempster-Shafer method and risk assessment diagram, the researchers have achieved a better method of calculating tools failure risk. Traditional statistical methods for recognizing and evaluating systems are not always appropriate, especially when enough data is not available. The goal of this research was to present a more modern and applied method in real world organizations. The findings of this research were used in a case study, and an appropriate framework and constraint for tools risk were provided. The research has presented a hopeful concept for the calculation of production systems' risk, and its results show that in uncertainty condition or in case of the lack of knowledge, the selection of an appropriate method will facilitate the decision-making process.

کلیدواژه‌ها

Dempster-Shafer theory؛ Epistemic uncertainty؛ Risk analysis؛ Risk assessment diagram