An Improved Failure Mode and Effect Analysis Model for Automatic Transmission Risk Assessment Considering the Risk Interaction

失效模式及影响分析 可靠性(半导体) 可靠性工程 计算机科学 秩(图论) 风险分析(工程) Choquet积分 风险管理 风险评估 可靠性理论 数据挖掘 工程类 人工智能 故障率 计算机安全 模糊逻辑 数学 医学 功率(物理) 物理 管理 量子力学 组合数学 经济
作者
Пэйдэ Лю,Yiqiao Xu,Ying Li
出处
期刊:IEEE Transactions on Reliability [Institute of Electrical and Electronics Engineers]
卷期号:72 (3): 1107-1122 被引量:7
标识
DOI:10.1109/tr.2022.3215110
摘要

Failure mode and effect analysis (FMEA) is a powerful tool for reliability management that has been widely applied in a variety of areas. The interaction relationship exists in the whole process of FMEA risk assessment, and has an important impact on it. However, few scholars consider the interaction among experts, risk factors, and failure modes in the FMEA framework. Therefore, we propose an improved FMEA method, which comprehensively considers the interaction between each part. First, the Choquet integral is used to improve the incomplete part of the social trust network, then the importance of experts is determined. Second, the Shapley-LINMAP linear programming method based on cloud model is proposed to calculate the weight of risk factors. Finally, the improved decision-making trial and evaluation laboratory method based on cloud model is used to rank the failure modes. By applying the method proposed in this article to the case of automatic transmission (AMT) of new energy vehicles, the effectiveness and superiority can be verified from the comparison analysis with other methods, which enriches the theoretical research of the FMEA method and improves the reliability of risk assessment of AMT.

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