Optimizing Failure Modes and Effects Analysis with Fuzzy Multiattribute Grey Theory and DEA

Safiye Turgay
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Abstract

The Failure Modes and Effects Analysis (FMEA) is one of the major approaches utilized for the risk analysis and risk management in many fields of human activity. The usual FMEA tools are not effective in dealing with complex systems institutional concentration of uncertainty over, and do not deliver the optimal solutions. To avoid this obstacle, the current study will fuse the successful managerial coupling of Fuzzy Multiattribute Grey Theory(FMGT) and Data Envelopment Analysis(DEA) to optimize the sequencing of FMEA process. The main strength of FMGT lies in its ability to develop/ construct an imprecise information and continual attributes which are related to failure modes and their influence on the system, while cost analysis done in DEA offers the idea of efficiency solutions that are optimal. By blending both control strategies of FMEGT and DEA within an integrated framework, FMEA analysis is able to reach greater effectiveness. Serving as a case study we do so in a series of specific tests and simulations, the approach proposed successfully analyzes critical failure modes, risk factors, and resource allocation. The results indicate that the suggested integrated way acts as a facilitator of decision-making by minimizing risk and making system wise reliability in complex industrial plants.
利用模糊多属性灰色理论和 DEA 优化故障模式和影响分析
失效模式及影响分析(FMEA)是人类许多活动领域用于风险分析和风险管理的主要方法之一。通常的 FMEA 工具在处理不确定性集中的复杂系统机构时效果不佳,无法提供最佳解决方案。为了避免这一障碍,本研究将模糊多属性灰色理论(FMGT)和数据包络分析(DEA)成功地结合起来,优化 FMEA 流程的排序。模糊多属性灰色理论的主要优势在于其开发/构建与故障模式及其对系统的影响相关的不精确信息和持续属性的能力,而数据包络分析法进行的成本分析则提供了效率最优的解决方案。通过将 FMEGT 和 DEA 这两种控制策略融合在一个综合框架内,FMEA 分析能够达到更高的效率。作为案例研究,我们通过一系列具体的测试和模拟,成功地分析了关键故障模式、风险因素和资源分配。结果表明,所建议的综合方法有助于决策,在复杂的工业设备中最大限度地降低风险,提高系统的可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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