4.5 Article

An Extended Interval Type-2 Fuzzy ORESTE Method for Risk Analysis in FMEA

期刊

INTERNATIONAL JOURNAL OF FUZZY SYSTEMS
卷 23, 期 5, 页码 1379-1395

出版社

SPRINGER HEIDELBERG
DOI: 10.1007/s40815-020-01034-1

关键词

Failure mode and effect analysis; Power average operator; Interval type-2 fuzzy set; ORESTE method

资金

  1. National Science Foundation of China (NSFC) [72071045, 71771051, 71871121]
  2. MOE (Ministry of Education in China) Project of Humanities and Social Sciences [19YJC630160]

向作者/读者索取更多资源

This study proposes a hybrid risk analysis framework for FMEA based on interval type-2 fuzzy numbers and ORESTE method, addressing the limitations of traditional FMEA approaches. The application and feasibility of this approach are demonstrated through a case study in the marine industry, with a comparative analysis validating the effectiveness of the extended ORESTE method.
The failure mode and effect analysis (FMEA) is a prospective engineering technique which can prevent risk in advance by identifying, assessing potential failure modes and their effects. However, the traditional FMEA approach possesses the limitations in improperly identifying risk factor weights, inefficiently calculating risk priority number and improperly evaluating failure modes in practice. This paper proposes a hybrid risk analysis framework for FMEA based on interval type-2 fuzzy numbers and ORESTE method. First, the interval type-2 fuzzy numbers are utilized to express the uncertain risk evaluation information provided by experts. Second, the power average (PA) operator for interval type-2 fuzzy numbers is constructed to fuse individual risk assessment information and build the group risk assessment matrix. Then, the extended ORESTE method is introduced to determine the risk priority of each failure mode, in which distance measure of interval type-2 fuzzy numbers is incorporated. Finally, a case of ocean-going fishing vessel in a marine industry is selected to illustrate the application and feasibility of the proposed FMEA approach. A comparative analysis is performed to verify the effectiveness of the extended ORESTE method.

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