Performance Evaluation with a Z-number Data Envelopment Analysis: A Case Study of a Petrochemical Plant

S. Sadeghsa, A. Siadat, R. Tavakkoli-Moghaddam, Maliheh Vaez-Alaei
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引用次数: 1

Abstract

Petrochemical plants face several incidents and accidents throughout their cycle time. Integrated resilience engineering (IRE) can be used to control and reduce such incidents and accidents. In a petrochemical plant, it includes flexibility, self-organization, teamwork and fault-tolerant in addition to conventional RE indicators. This study proposes a Z-number data envelopment analysis (ZDEA) method for the performance evaluation of IRE. It deals with a deep uncertainty of the collected data to obtain better results. Data are collected through a standard questionnaire in a real petrochemical plant in Iran. The obtained results are verified and validated against a fuzzy data envelopment analysis (FDEA) method through 50 independent experiments. Perturbation and noise analysis are used to show the superiority and applicability of the proposed method. The results show the most important indicators through the sensitivity analysis are teamwork, management commitment and learning culture.
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基于z数数据包络分析的绩效评价——以某石化装置为例
石化工厂在整个生产周期中面临着几次事故和事故。集成弹性工程(IRE)可用于控制和减少此类事件和事故。在石化工厂中,除了常规的可再生能源指标外,还包括灵活性、自组织、团队合作和容错性。本研究提出了一种z数数据包络分析(ZDEA)方法来评估企业绩效。它处理了所收集数据的深度不确定性,以获得更好的结果。数据是在伊朗的一个真实的石化工厂通过标准问卷收集的。通过50个独立实验,用模糊数据包络分析(FDEA)方法对所得结果进行了验证。通过扰动分析和噪声分析,证明了该方法的优越性和适用性。结果表明,通过敏感性分析,团队合作、管理承诺和学习文化是最重要的指标。
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