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An integrated approach for failure mode and effects analysis based on fuzzy best-worst, relative entropy, and VIKOR methods

机译:基于模糊最差,相对熵和Vikor方法的故障模式和效果分析的综合方法

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In general, analysis of failure modes and their effects requires a group of experts to tackle substantial uncertainties associated with the risk evaluation process. To date, to overcome one or more of the uncertainty-related issues, an increasing number of failure mode and effects analysis (FMEA) models based on multi-criteria decision-making (MCDM) methods have been developed. However, most of the improvements have not cautiously considered the process of assigning importance weights to risk factors and FMEA team members during FMEA. This study aims to enhance the performance of the classic FMEA and to propose an integrated fuzzy MCDM approach for FMEA. First, a fuzzy best-worst method is used to obtain the weights of risk factors. Second, an integrated structure based on fuzzy proximity and fuzzy similarity entropy weights is developed to obtain the weights of FMEA team members with respect to different risk factors. Finally, a fuzzy VIKOR (Vlsekriterijumska optimizacija i KOm-promisno Resenje) approach is employed to obtain the risk priorities of failure modes. The applicability and effectiveness of the proposed approach is validated through an illustrative example concerning risk analysis of a grinding wheel system. The results of sensitivity and comparative analyses show that the proposed approach is valid and can provide valuable and effective information in assisting risk management decision-making. (C) 2018 Elsevier B.V. All rights reserved.
机译:一般来说,失败模式的分析及其效果需要一组专家来解决与风险评估过程相关的实质性不确定性。迄今为止,为了克服一个或多个相关的不确定性相关问题,已经开发出基于多标准决策(MCDM)方法的越来越多的故障模式和效果分析(FMEA)模型。然而,大多数改进都没有谨慎地考虑了在FMEA期间为风险因素和FMEA团队成员分配重量的过程。本研究旨在增强经典FMEA的性能,并提出一种用于FMEA的集成模糊MCDM方法。首先,使用模糊最坏的方法来获得风险因素的重量。其次,开发了基于模糊接近和模糊相似性熵权的集成结构,以获得对不同风险因素的FMEA团队成员的权重。最后,采用模糊的Vikor(Vlsekriterijumska OptimizaCija i Kom-ProMisno Resenje)方法来获得失败模式的风险优先级。通过关于研磨轮系统的风险分析的说明性示例,验证了所提出方法的适用性和有效性。敏感性和比较分析结果表明,该方法有效,可以提供有价值的有效信息,以协助风险管理决策。 (c)2018 Elsevier B.v.保留所有权利。

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