Risk evaluation in failure mode and effects analysis using fuzzy weighted geometric mean

Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review

418 Scopus Citations
View graph of relations

Author(s)

Detail(s)

Original languageEnglish
Pages (from-to)1195-1207
Journal / PublicationExpert Systems with Applications
Volume36
Issue number2 PART 1
Publication statusPublished - Mar 2009

Abstract

Failure mode and effects analysis (FMEA) has been extensively used for examining potential failures in products, processes, designs and services. An important issue of FMEA is the determination of risk priorities of the failure modes that have been identified. The traditional FMEA determines the risk priorities of failure modes using the so-called risk priority numbers (RPNs), which require the risk factors like the occurrence (O), severity (S) and detection (D) of each failure mode to be precisely evaluated. This may not be realistic in real applications. In this paper we treat the risk factors O, S and D as fuzzy variables and evaluate them using fuzzy linguistic terms and fuzzy ratings. As a result, fuzzy risk priority numbers (FRPNs) are proposed for prioritization of failure modes. The FRPNs are defined as fuzzy weighted geometric means of the fuzzy ratings for O, S and D, and can be computed using alpha-level sets and linear programming models. For ranking purpose, the FRPNs are defuzzified using centroid defuzzification method, in which a new centroid defuzzification formula based on alpha-level sets is derived. A numerical example is provided to illustrate the potential applications of the proposed fuzzy FMEA and the detailed computational process of the FRPNs. © 2007 Elsevier Ltd. All rights reserved.

Research Area(s)

  • Centroid defuzzification, Failure mode and effects analysis, Fuzzy logic, Fuzzy risk priority numbers, Fuzzy weighted geometric mean

Citation Format(s)

Risk evaluation in failure mode and effects analysis using fuzzy weighted geometric mean. / Wang, Ying-Ming; Chin, Kwai-Sang; Poon, Gary Ka Kwai; Yang, Jian-Bo.

In: Expert Systems with Applications, Vol. 36, No. 2 PART 1, 03.2009, p. 1195-1207.

Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review