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一种基于累积前景理论和二型直觉模糊VIKOR的扩展FMEA模型用于铁路列车风险优先级排序

An Extended FMEA Model Based on Cumulative Prospect Theory and Type-2 Intuitionistic Fuzzy VIKOR for the Railway Train Risk Prioritization.

作者信息

Fu Yong, Qin Yong, Wang Weizhong, Liu Xinwang, Jia Limin

机构信息

State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing 100044, China.

School of Traffic and Transportation, Beijing Jiaotong University, Beijing 100044, China.

出版信息

Entropy (Basel). 2020 Dec 15;22(12):1418. doi: 10.3390/e22121418.

Abstract

This paper aims toward the improvement of the limitations of traditional failure mode and effect analysis (FMEA) and examines the crucial failure modes and components for railway train operation. In order to overcome the drawbacks of current FMEA, this paper proposes a novel risk prioritization method based on cumulative prospect theory and type-2 intuitionistic fuzzy VIKOR approach. Type-2 intuitionistic VIKOR handles the combination of the risk factors with their entropy weight. Triangular fuzzy number intuitionistic fuzzy numbers (TFNIFNs) applied as type-2 intuitionistic fuzzy numbers (Type-2 IFNs) are adopted to depict the uncertainty in the risk analysis. Then, cumulative prospect theory is employed to deal with the FMEA team member's risk sensitiveness and decision-making psychological behavior. Finally, a numerical example of the railway train bogie system is selected to illustrate the application and feasibility of the proposed extended FMEA model in this paper, and a comparison study is also performed to validate the practicability and effectiveness of the novel FMEA model. On this basis, this study can provide guidance for the risk prioritization of railway trains and indicate a direction for further research of risk management of rail traffic.

摘要

本文旨在改进传统失效模式与效应分析(FMEA)的局限性,并研究铁路列车运行中的关键失效模式和部件。为克服当前FMEA的缺点,本文提出一种基于累积前景理论和二型直觉模糊VIKOR方法的新型风险优先级排序方法。二型直觉VIKOR处理风险因素与其熵权的组合。采用三角模糊数直觉模糊数(TFNIFNs)作为二型直觉模糊数(Type-2 IFNs)来描述风险分析中的不确定性。然后,运用累积前景理论来处理FMEA团队成员的风险敏感性和决策心理行为。最后,选取铁路列车转向架系统的一个数值例子来说明本文所提出的扩展FMEA模型的应用和可行性,并进行对比研究以验证新型FMEA模型的实用性和有效性。在此基础上,本研究可为铁路列车的风险优先级排序提供指导,并为轨道交通风险管理的进一步研究指明方向。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0b44/7765447/34b82787aed9/entropy-22-01418-g003.jpg

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